{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from readRinexObs import rinexobs\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib.dates import YearLocator, MonthLocator, DateFormatter\n",
    "from glob import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mah22800.15o is a RINEX 2.11 file, 15777.532 kB.\n",
      "16.20 seconds for _block2df\n",
      "8.03 seconds for panel assignments\n",
      "finished in 26.16 seconds\n"
     ]
    }
   ],
   "source": [
    "data = rinexobs(\"mah22800.15o\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(Timestamp('2015-10-07 06:00:49'), Timestamp('2015-10-07 06:00:49')), (Timestamp('2015-10-07 06:00:51'), Timestamp('2015-10-07 06:20:11')), (Timestamp('2015-10-07 06:20:13'), Timestamp('2015-10-07 06:35:56')), (Timestamp('2015-10-07 06:35:57'), Timestamp('2015-10-07 07:51:11')), (Timestamp('2015-10-07 07:51:13'), Timestamp('2015-10-07 08:40:04')), (Timestamp('2015-10-07 08:46:05'), Timestamp('2015-10-07 08:48:45')), (Timestamp('2015-10-07 08:49:39'), Timestamp('2015-10-07 08:50:44')), (Timestamp('2015-10-07 08:52:01'), Timestamp('2015-10-07 08:56:43'))]\n"
     ]
    }
   ],
   "source": [
    "f1 = 1575.42E6 #MHz\n",
    "f2 = 1227.6E6  #MHz\n",
    "nans = np.logical_or.reduce((np.isnan(data[:,23,'L1','data']),\n",
    "                          np.isnan(data[:,23,'L2','data']),\n",
    "                          np.isnan(data[:,23,'C1','data']),\n",
    "                          np.isnan(data[:,23,'P2','data'])))\n",
    "inarc=False\n",
    "start=[]\n",
    "end=[]\n",
    "phase=2.85E9*(data[:,23,'L1','data']/f1-data[:,23,'L2','data']/f2)\n",
    "lgi=0\n",
    "maxjump=2.0\n",
    "maxgap=3\n",
    "\n",
    "for i in range(len(nans)):\n",
    "    if inarc:\n",
    "        if(nans[i]):\n",
    "            if(i-lgi>maxjump):\n",
    "                inarc=False\n",
    "                end.append(lgi)\n",
    "        else:\n",
    "            if abs(phase[i]-phase[lgi])>maxjump:\n",
    "                end.append(lgi)\n",
    "                start.append(i)\n",
    "            lgi=i\n",
    "    else:\n",
    "        if not nans[i]:\n",
    "            inarc=True\n",
    "            lgi=i\n",
    "            start.append(i)\n",
    "                \n",
    "ranges = [(data.labels[a],data.labels[b]) for a,b in zip(start,end)]\n",
    "print(ranges)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nans[1162]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ys2cPXnjhBXz/+9/HAw88gLPPPtvXdJ1zzjmYPXs2fvCDH/Q6lq7r7N0A4E+M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HhO18yeSZ/YZudcxH6fb3Y2Hrepn08023f5VGfqXPWlfu+Tju+HvELOiDRtWPM07RS30nrUDJV1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\nCqF9pJbjVULpu93zc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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0848dc5cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f1 = 1575.42E6 #MHz\n",
    "f2 = 1227.6E6  #MHz\n",
    "f5 = 1176.45E6 #MHz\n",
    "\n",
    "sv_of_interest = 30\n",
    "\n",
    "fig = plt.figure(figsize=(15,15))\n",
    "ax1 = plt.subplot(211)\n",
    "fmt = DateFormatter('%H:%M:%S')\n",
    "ax1.xaxis.set_major_formatter(fmt)\n",
    "\n",
    "\n",
    "TEC_pr = 2.85E9*(data[:,sv_of_interest,'C2','data'][8000:13000]/3.0E8\n",
    "                 -data[:,sv_of_interest,'C1','data'][8000:13000]/3.0E8)\n",
    "\n",
    "TEC_ph = 2.85E9*(data[:,sv_of_interest,'L1','data'][8000:13000]/f1\n",
    "                 -data[:,sv_of_interest,'L2','data'][8000:13000]/f2)\n",
    "\n",
    "bias = np.average((TEC_ph-TEC_pr)[np.logical_not(np.isnan(TEC_ph-TEC_pr))])\n",
    "\n",
    "TEC_ph2 = 2.85E9*((data[:,sv_of_interest,'L1','data'][8000:13000])/f1\n",
    "                  -(data[:,sv_of_interest,'L2','data'][8000:13000])/f2)-bias\n",
    "\n",
    "plt.plot(TEC_pr,'.',label='TEC-pr',markersize=3)\n",
    "plt.plot(TEC_ph,'.',label='TEC-ph',markersize=3)\n",
    "plt.plot(TEC_ph2,'.',label='TEC-ph fixed',markersize=3)\n",
    "\n",
    "plt.legend()\n",
    "plt.title('TEC from pseudorange, phase, and phase with the bias averaged out')\n",
    "plt.ylabel('TECu')\n",
    "plt.xlabel('time')\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These graphs have all been produced according to appendix A of \"Effect of GPS System Biases on Differential\n",
    "Group Delay Measurements\" available here: http://www.dtic.mil/dtic/tr/fulltext/u2/a220284.pdf. It is referenced in Anthea Coster's 1992 paper \"Ionospheric Monitoring System\". Equation 2.3 in the paper states that TEC in TECu is equal to the propogation time difference between the two frequencies. In order to find the propogation time, I divided the distance by the speed of light. I did the same thing with the phase but first I had to multiply the cycles (which is available from the rinex file) by the wavelength. \n",
    "\n",
    "Basically what I want to explore with this notebook is combining pseudorange and phase data to get better TEC plots. Pseudorange is an absolute measurement but is subject to a lot of noise. Phase is low noise but has an unknown cycle ambiguity. According to the previously mentioned paper, the cycle ambiguity in phase data can be estimated by finding the average difference between the pseudorange and phase. In this script I converted pseudorange into cycles by dividing by wavelength. Then I calculated TEC according to equation 2.3 and plotted it next to the pseudorange calculated TEC and the biased phase calculated TEC.\n",
    "\n",
    "Shown above is only a short time period free of cycle slips and loss of lock. In order to implement this averaging strategy, I think you have to re-average every time there is a cycle slip or missing data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/greg/Documents/Summer Research/rinex files/ma132800.15o is a RINEX 2.11 file, 37095.507 kB.\n",
      "36.11 seconds for _block2df\n",
      "21.72 seconds for panel assignments\n",
      "finished in 61.72 seconds\n"
     ]
    }
   ],
   "source": [
    "files = glob(\"/home/greg/Documents/Summer Research/rinex files/ma*\")\n",
    "poop=rinexobs(files[6])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MGzcOX/3qV/HJJ59k5LxYDDFZh+OICxfu+8KE+71w4b4vXLjvs0/fjj7MfWwu+nakvkJt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\nxL/yYz3OpGEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0848bae8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,14))\n",
    "ax1 = plt.subplot(211)\n",
    "ax1.xaxis.set_major_formatter(fmt)\n",
    "\n",
    "plt.plot(2.85*(poop[:,23,'P2','data']*1.0E9/3.0E8-poop[:,23,'C1','data']*1.0E9/3.0E8)[10:],\n",
    "         '.',markersize=3,label='pr tec')\n",
    "plt.plot(2.85E9*((poop[:,23,'L1','data'])/f1-(poop[:,23,'L2','data'])/f2)[10:],\n",
    "         '.',markersize=3,label='ph tec')\n",
    "\n",
    "plt.title('mah13 sv23, biased')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('TECu')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot is uncorrected, it is a remake of the plot in Anthea's email on Wed, Jun 15, 2016 at 7:06 AM. The phase calculated TEC appears to match the pseudorange calculated TEC in parts, but other parts are offset by a bias. The next script and plot shows how the phase data can be shifted to line up with the average of the pseudorange data. It does so according to how large the slice value is. Basically it slices up the whole data set into a specifiable range of points and does the averaging on each range of points individually in order to fix phase lock cycle slips. This isn't the best way of doing it, the program should check for loss of lock and shift the phase data in chunks based on that. I am going to read more about cycle slips now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/greg/anaconda3/lib/python3.5/site-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.\n",
      "  warnings.warn(\"Mean of empty slice.\", RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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s4KabvM+uvtr7GyfNSq+jQtHXK8CN4LsdlRSXTqoL2hZJAtoVSQraVvHMmgU0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auwb+pHGEGPYsqOI/EaHY5/0kDM3uxOuzRWgLfoYOxJHxvtZAbNi7J2gZVCm7S46LPgeDGXVhwW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\nAAIAAABAR/w//qsqh7+FRwUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0847dfdac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sl=200\n",
    "plt.figure(figsize=(15,15))\n",
    "ax1=plt.subplot(211)\n",
    "ax1.xaxis.set_major_formatter(fmt)\n",
    "\n",
    "plt.plot(2.85E9*(poop[:,23,'P2','data']/3.0E8\n",
    "                 -poop[:,23,'C1','data']/3.0E8),'b.',label='prtec',markersize=3)\n",
    "\n",
    "for i in range(int(len(poop[:,23,'L1','data'])/sl)):\n",
    "\n",
    "    phtec = 2.85E9*(poop[poop.labels[sl*i:sl*(i+1)],23,'L1','data']/f1\n",
    "                   -poop[poop.labels[sl*i:sl*(i+1)],23,'L2','data']/f2)\n",
    "          \n",
    "    prtec = 2.85E9*(poop[poop.labels[sl*i:sl*(i+1)],23,'P2','data']/3.0E8\n",
    "                   -poop[poop.labels[sl*i:sl*(i+1)],23,'C1','data']/3.0E8)\n",
    "    \n",
    "    b = np.average((phtec-prtec)[np.logical_not(np.isnan(phtec-prtec))])\n",
    "    plt.plot(phtec-b,'r-',linewidth=3,label='')\n",
    "    \n",
    "\n",
    "plt.axis([poop.labels[10],poop.labels[10000],-50,50])\n",
    "plt.title('bias corrected phase data')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('TECu')\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "try some stuff out from \"An Automatic Editing Algorithm for GPS Data\" by Blewitt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ended at index 11110\n"
     ]
    }
   ],
   "source": [
    "f1 = 1575.42E6 \n",
    "f2 = 1227.6E6  \n",
    "\n",
    "svn = 23\n",
    "L1 = -1*3.0E8*poop[:,svn,'L1','data']/f1  #(1a)\n",
    "L2 = -1*3.0E8*poop[:,svn,'L2','data']/f2  #(1b)\n",
    "P1 = poop[:,svn,'C1','data']              #(1c)\n",
    "P2 = poop[:,svn,'P2','data']              #(1d)\n",
    "\n",
    "\n",
    "#wide lane combination\n",
    "wld = 3.0E8/(f1-f2)\n",
    "Ld = (f1*L1-f2*L2)/(f1-f2)                #(3)\n",
    "prd = (f1*P1+f2*P2)/(f1+f2)               #(4)\n",
    "bd = (Ld-prd)/wld                         #(5)\n",
    "\n",
    "#wide lane cycle slip detection\n",
    "bdmean = bd[1]\n",
    "rms = 0\n",
    "nans_in_a_row = 0\n",
    "bdindex=2\n",
    "ph_con_arc=0\n",
    "avb=[]\n",
    "rmsb=[]\n",
    "lowers=[]\n",
    "uppers=[]\n",
    "inarc=False\n",
    "\n",
    "while(nans_in_a_row<10):\n",
    "    \n",
    "    if not np.isnan(bd[bdindex]):\n",
    "        \n",
    "        if(bd[i]>4*np.sqrt(rms)):\n",
    "            avb.append(bdmean)\n",
    "            rmsb.append(np.sqrt(rms))\n",
    "            bdmean=bd[i+1]\n",
    "            rms=0\n",
    "            ph_con_arc=0\n",
    "            uppers.append(bdindex)\n",
    "            inarc=False\n",
    "            \n",
    "        else:\n",
    "            if not inarc:\n",
    "                inarc=True\n",
    "                lowers.append(bdindex)\n",
    "            ph_con_arc+=1\n",
    "            nans_in_a_row=0\n",
    "            rms = rms+((bd[bdindex]-bdmean)**2-rms)/(ph_con_arc) #(8b)\n",
    "            bdmean = bdmean+(bd[bdindex]-bdmean)/(ph_con_arc)    #(8a)\n",
    "            \n",
    "    else:\n",
    "        if inarc:\n",
    "            avb.append(bdmean)\n",
    "            rmsb.append(rms)\n",
    "            ph_con_arc=0\n",
    "            bdmean=bd[bdindex+1]\n",
    "            rms=0\n",
    "            inarc=False\n",
    "            uppers.append(bdindex)\n",
    "        nans_in_a_row += 1\n",
    "    bdindex+=1\n",
    "            \n",
    "print('ended at index {}'.format(bdindex-nans_in_a_row))\n",
    "\n",
    "lengths=[a-b for a,b in zip(uppers,lowers)]\n",
    "eim = [np.sqrt(a)/np.sqrt(b-1) for a,b in zip(rmsb,lengths)]\n",
    "        \n",
    "\n",
    "#ionospheric combination\n",
    "LI = L1-L2      #(6)\n",
    "PI = P2-P1      #(7)\n",
    "\n",
    "#ionospheric cycle slip detection\n",
    "# get x and y vectors\n",
    "mask=~np.isnan(PI)\n",
    "x = np.arange(len(PI[mask]))\n",
    "y = PI[mask]\n",
    "\n",
    "# calculate polynomial\n",
    "z = np.polyfit(x, y, 6)\n",
    "f = np.poly1d(z)\n",
    "\n",
    "# calculate new x's and y's\n",
    "x_new = np.linspace(x[0], x[-1], len(x))\n",
    "Q = f(x_new)\n",
    "\n",
    "residual = LI[mask]-Q\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, 1850, 6826, 7162, 7178] [1849, 6825, 7161, 7177, 11110]\n"
     ]
    },
    {
     "data": {
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jIR/GRC6Mh3wYE7m0lniYzcCCBeq97FpLTIIlLNgFICIiIiKi1iUzE1izRn28enVwy0LB\nxT6kRERERETUpMxmNSk1GgGDIdiloUBz1oeUCSkRERERUQAw6SJSNetBjdhmWz6MiVwYD7kwHvJh\nTOTCeMiHMQkcrVlqZqb7+zAe8mFMAot9SImIiIiIAsBotL4nosbYZJeIiIiIiIgCplk32SUiIiIi\nIqKWSfqElG225cOYyIXxkAvjIR/GRC6Mh3wYE7kwHvJhTAJL+oSUWiZzpRnzts3DvG3zYK5sBjMi\nExERERGR37EPKQXFgtwFWPOZOhty2og0rJ7EGZGJiIiIiFoiZ31IOcouBYVxjBEnq05i77G9SL0i\nNdjFISIiIiKiIJC+yS7bbMvHXzHZX7YfRaYiZH2Z5ZfjtVb8jMiF8ZAPYyIXxkM+jIlcGA/5MCaB\nJX1CSi1T5u5MFJYVIjEuEcYxnJyLiIiIiKg1Yh9SCgpzpRkZH2egoroCX5u+xuZZm5FgSAh2sYiI\niIiIyM+kn4d02AvDUGIuCXYxqAkZogyIDI/Em1+/iSJTEa5ceyVH2yUiIiIiamX8kpAqivKyoihl\niqLst1gXrSjKh4qilCiK8oGiKJ0c7V9YVojEFxLtJqVssy0ff8Uk6dIk/fHpc6eRuTvTL8dtbfgZ\nkQvjIR/GRC6Mh3wYE7kwHvJhTALLXzWkrwKYaLPuQQAfCSESAPwLwEOOdm6jtEF1bTVm5MzwU3Go\nOUjekmy1/K35W9aSEhERERG1In7rQ6ooSm8A24QQQ+uXiwFcI4QoUxTlIgB5QohBdvYTFz1xEY5X\nHkdUWBQO//kwDFEGv5SJ5GWuNKP7yu44X3fean3y0GSsu2ldkEpFRERERET+Fqw+pF2FEGUAIIQ4\nDqCrow1/rvoZAFB5oRJdnuyCVZ+uCmCxSAaZuzMbJaMAsPfY3iCUhoiIiIiIgqEpBzVyWBW74aYN\nVssLdy7UH7PNtnz8ERPjGCNShqcgZXgKpidMBwC0CWmDtdPW+nzs1oafEbkwHvJhTOTCeMiHMZEL\n4yEfxiSwwgJ47DJFUeIsmuz+7GjDHSt3YCzGIu9QHhABtO3RFiXmEiQYElBYWAgAGDt2LICGPwgu\nB2+5sLDQL8d7cdqLyMvLw6nwUzgcdxiFZYV4auNTuPfKe6V6vbIv+yseXGY8WuqyRpbytPZljSzl\n4TKXucxlV8vMRzxfLiwsREVFBQDg0KFDcMaffUj7QO1DOqR++XEA5UKIxxVF+SuAaCHEg3b20+ch\nnbdtHrL3ZuvPZU/Jxtwr5vqlfCQXc6UZmbszYRxjhCHKgILSAkzbOA3bbtmGkfEjg108IiIiIiLy\nk4D3IVUUZQOATwFcrCjKEUVRfg9gBYDxiqKUABhXv+zUsnHLrJZTtqf4o3gkoczdmVjz2Rp9qpe5\n2+bCXGXG3G3B+QGixFzC+XCJiIiIiJqYXxJSIcQcIUR3IURbIUQvIcSrQoiTQojrhRAJQogJQogK\nV8cxRBmwcvxKq3V/efEv/igi+ZFWLe+L1CtSkRiXiNQrUgEA/aP7W903taTNSSgsK0TS5iTXG0vG\nH/Eg/2E85MOYyIXxkA9jIhfGQz6MSWD5JSH1p/TR6ci/K19fXpm/ErkHcoNYIgqE5XuWo7CsEMv3\nLAcAHDx50Oq+qWVNyYIh0oCsKVlBOT8RERERBZ7ZDCxYoN6THPzWh9TrAlj0IbXUYXkH/HL+F325\neH4xEgwJTVk0CpC1X67Vm2MPiB6AA/cdQIm5BEmbk5AzMycocdb6L6cMT8GL015s8vMTERERUeAt\nWACsWQOkpQGrVwe7NK1HsOYh9cnO23daLY97bVyQSkL+Ztk3OCxEHeg5wZCAfffsC9qPDtUXqq3u\niYiIiKjlMRrVZNRoDHZJSCNtQjoyfiRybs4BflCXj549ikfzHm3SMmz6ahOUpYp+W/sl58gEfG9H\nf1HURQCAMCUMW5K26OvNlWYsyF0Ac2XTt6GICIuwum9O2K9BLoyHfBgTuTAe8mFM5MJ4BJbBoNaM\nGgzu78OYBFYg5yH12ewhs/HERU9gL/YCABbvWoz2bdojfXR6QM9rrjRj6htT8dlPn1mt12r2OBWN\n93IP5KKssgwAMGfIHKsaUW3kXQBYPalp21BYjvBsrjTDEOXBtxQREREREXlF2j6kGnOlGYP/Phhl\nZ8us1j8w+gE8Pv5xt86h9VlsH94eO2/f6XKeyxk5M7C1ZKvL4y69ZikWjV3kVhlI1fZvbXGu7hxC\nEIKy+8usEj/buUmbkrnSjPHrx6OwrBBpI9JcJsTBLCsRERERUXPSLPuQagxRBhT9sQhRYVFW65/4\n9AkoSxWXzXhzD+TqNZu/nP8Fk9+Y7HR7c6UZ75a8qy+HKqGNpqLRLN61GAWlBe68DKqn9RmNCIto\nlMgZogxYPWl1UBK8zN2ZKCwrROe2nfHBdx+4nI804+MMrPlsDTI+zmiiEhIRERERtTzSJ6R5eXkw\nRBmwd95eGCIaJyqLdy3GX3f+FQBQUFqAiKURVv0+J2+wTkBP1ZxymkT+4d0/QECtsQ1DGC4suqBP\nRdMWbRttP+qVUfr5Wwtv29GXmEtw/sJ5AED3Dt39WCLP2fZXNY4xYnCXwaioqUDxiWLMfHOm0/1l\nGgSJ/RrkwnjIhzGRC+MhH8ZELoyHfBiTwJI+IdUkGBJg+qsJYrHAA6MfsHruiU+fwMxNMzHqlVGo\nQY3T4wgIjH5ltN0asILSAqumutvmbNMfj4wfierF1RCLBUz3mxqd3x9zpZaYSzDwmYFov7w9oldE\nt7ja1xk5M3Ae59EmtA3em/NeUMtiW8NpiDKgf0x//fnh3YYHq2hEREREFCCch1Q+0iekY8eObbTu\n8fGPN0pM3y5+2+ExFCgY0WOEviwg7E4jM/H1ifrjMIRh0sBJdo9niDIge0q21bqpG6Y6PL87CkoL\nMOj5Qfju5Hc4e/4sKmoqMOqVUVImpfZi4o6aC+qPBT3a97A7vUtTjrJrr4Yz71AeACAEIXj46oed\n7i/TqLzexoMCg/GQD2MiF8ZDPoyJXBiPwMrMVOchzcx0fx/GJLCkT0ideXz84+jevnHTz+wp2RCL\nhX6rW1yH9+a8h+v6XKdvc/TsUatkz1xpxulzp/Vly9pRe+ZeMRdisUBI/VtYi1q9lrTEXIIuj3eB\nslTBFdlXuEywzJVmXP3a1Xafs0ySne1/+QuXO5yepqC0AB2Wd7BqyhyMaWzqRJ3VvS1tlN3M3R58\nQ3jJNqE0V5obyoc6LN+z3On+6aPSkRiXiPRRgR3xmYiIiIj8x2gEUlKAqirWkspC+oTUVZvtf93x\nL71vaWRYJPLvyrc7LYshyoCP7/gY4/o01Ixev/56AOrAR12f7Kqv79upr8PaUVsbbt6gP568YTJW\nfboKN7xxA8zV6l/4f4/9F/O3z3d6jPnb5+NC3QW7zzlK3jS5B3LR5cku2Fu2V1+Xsj3FKvEc9coo\n/HL+l0b7att5Or+rN+3oS8wlOHL6CAC1H689xjFGpI1Ig3GMUd9n2AvDXA4w5I1l45YhbUSaPt1L\n5u5MnDl3Rn/+86OfO9zXXGnGzDdnorCsEKvyV/m9bJ5ivwa5MB7yYUzkwnjIhzGRC+MRWAYDEBkJ\nZGe7X0vKmASW9AmpK5Z9SyszKl1O6ZLzuxz98dkLZ7Hpq02YvGGyPpARAOy4bYfb5589ZLZeSwoA\nC3cuxPcV31tts/3AdqfHyP2uof+pVrvbr3M/AECIEuKwhrWgtKDRoE3eWLxrsV/6wDozI2cGBARC\nlBDsuNX++2s7ym7S5iQUlhUiaXOS38tzovIEdh3ahROVJwCoyXDK8BT9fR8aN9Thvgs/WIgiU5Hf\ny0REREREgWc0Amlp6j0Fn/QJqb/bbBuiDJjcvyGJS3rHOtkJQ5jd/o3OWNaS2nP2/FmHCZ+50oyz\n584CANqFt9Nrd6/qdRUA4PS50w5rWG2b896deLfdkYA1ChTk3Jxjd8TgGzbc4HbfTW9iUnW+CgAQ\n3yHe5Y8GmpyZOUiMS0TOzBzXG3vINtk1RBnw4rQX9ffdWd/QvcfU2uiYyBi9hjWY2K9BLoyHfBgT\nuTAe8mFM5MJ4BJ7BAKxerd67gzEJLOkT0kBYf/N6u+vDQ8Jd9h21Z/aQ2SieX2y1ToGCq3s19Aud\nvnG63X3/8O4fUItaAEC39t309SsnrkS4Eg4AyD3YOJktKC2w6vOac3MOXpr+EqoXV8N0vwmzfjUL\nMZExyL8r36ov7ewhs/URgy1HCxYQuP2d2z1+7e4wV5px9MxRAEB5dbnT7SwHNYqNisWVPa7EqvxV\nfh/oSEt2Hxv3mFWzYC0R3Xtsr8Nzbp61GYlxifj0rk+DMmcqERERUXPGkW7JkvQJaSDabBuiDHrT\nTM3K8Stx7pFzbvcdtZVgSMDK8SsBAN3bd8c387/BO7PfQbuwdgCAru26Ntpn01ebrKaZsZwKxRBl\nQFy7OABAbW2tVXJkOwhS3059MXvIbKt9N/1uE048cMJpbaQhyoCcmxtqH3MP5mLVp877ROYeyIVy\np9JogCTLm+1ATsnvJOOCUPvIaq/JHttBjTJ3ZyJ7bzay92b7faCjBEMC9t2zD3/+4M8oLCvE1A1T\nsSB3AdJHpWNwl8EoMhXpU8LIxrZvLfs1yIXxkA9jIhfGQz6MiVxaQzy0kW4zMppHYtoaYhJMYcEu\nQLC8f+v7GPfaOBw9exTZU7LtDoTkqfTR6UgfbT3qarcO3fDdye/w4y8/qgkbFGy8eSNO15xGyvYU\nfTt7TYXPXjir38/fPh+bfrdJT0YsB0HypM+rrdlDZmPue3P1AX0W7lyIhTsXAgCmDpiK977zfL7Q\n/x77L7o82QURSgSqRbXVc87mH9UGM9LuU69Ixcfff4zh3Ybr6/zFXGlG5u5M1Aq1dvrI6SNY89ka\nAEDniM4AgK9NX9vdV2vum/hCIgrvKfS4ibevLJsb77tnX5Oem4iIiMhXWt/Nqio1MQXUJrTU/JjN\n6g8MWky1x+42hwYARQjheqsAUhRFBLsMgXTHP+/A+v32mwhb2jFnR6Pa2YLSAox6ZRQANWG9gMYj\n8fojmS4oLcDoV0ZbDewUCO3C2uGXjMaj/TqyIHcB1ny2BolxidiZvNOvzWPnbZuH7L3ZmH7xdHxw\n8ANU11bDEGnAv+/6NwY9P0jfznS/yeq85kozFn6wEJv+twk1tTVIjEts8qSwoLQA0zZOw7Zbtrnd\nH5eIiIiCw/KC3ZOL9NaA703zt2CB+qNCWpq6rD22/YFBURQIIRR7x5C+yW5zt3LiSkSGRjrdJv+u\nfLtNhUfGj9T7kdpLRpdes9QvNbsj40fim/nf6NPnuKINjmQ516t2W3rNUrv7RIZF4qPkjzwql3GM\nEYlxiSgsKwzY3KQHTx5EdW01QpVQmKvMyPoyy2q+WttmuxkfZ2D9/vWI7xiPwV0GB2TAJVdy/pcD\nc5UZOf9r+nMTERGRZ7Tmqe5OMdKaeDq4EMnHcsTi1FQgMVG994T0CWlzb7NtiDJg3z37kBiXiOwp\n2VbPafOmOqvluuHiG+yuXzl+JRaNXeS3clpOn2O634ThccOtymiZdP7rmn9Z9Vm1tGjsIojFQu9P\nu3L8Sren5LEd1MgQZdAHH0q9wsO/bBfSR6UjMS4Ra6etRUxkDGpFLWIiY2AcY8Sm323CgOgBAICK\n6gqr/aovqE2Qvzv5Hcb1G9fkzXUBtSmz5XvS3D8jLQ3jIR/GRC6Mh3wYk8DydIoRxkM+jIljlj8q\nZGUBhYXqvSdabR/SpqQNoAPA4xrNl258CaXrS7G3bC+6RnXF7t/vDngSZIgy4L/3/NenY9jrT+uK\nNqhR1fkqVFRXIPdgLkIQgoqaCmR9mYXVk/zTuaCgtABj141FTW0Nsr7MQue2nVFeVY6r46/Wm+eG\nhagfjf1l+6321UbhbRPSBgWlBQh9NBQbbtrgMEEPhOV7lqOwrBDL9yzHupvWNdl5iYiIyHPaBTvZ\nqK0FQkODXQryI+1HF0/nd2UfUpLG2i/XImV7CuI7xKP0TKm+PiI0wq+DB8U+EYvyKnX6mZjIGP3x\ngOgBOHDfAQDAjI0zsPXbrZjUfxLahrZF7sFcbJm9BX2j++KyFy5DTW2NfrwQhKB2ca1fyuaOIX8f\ngiJTEQZ1RLV7AAAgAElEQVR3GYyv/vhVk52XiIiIyC8OHACuugq47jpg48Zgl4aaAPuQUrOQ+r7a\nBLX0TKleQ6lAQXVtNVblO5+OxhNXdr8SANChTQeUV5VDgfrZ0M4JAP8z/Q+AOhXO1m+3oqa2BpM3\nTMbcbXP1ZFTrG9yjQw+7c5aaK824/IXLoSxV8Nedf/Vb+ddOWwtDpAFrp6312zGJiIiImsw//wn8\n/DOQkwOcP+/XQ3OO0+ZH+oSUbbblE6iYvHHTG/rjC3UXEIIQfeRf276cvviu/DsAgCHSgMFdBkNA\nICYyBluStujbWCanlvYc2QMAGBgzEBP6TwCgJtD2Bl1a+MFC7C3bCwB44tMn7Cat3rAd1IifEbkw\nHvJhTOTCeMiHMZFLq4iHZbbo58wxEINItYqYBJH0CSm1HrOHzMasX83Sl+tQpz/eUrwFJeYSn89h\nrjTj58qf9WVtPtepA6daNQnekrRFrzm1RwiBgycPAgBClBAkXZrUaJuPDlqPKmw7Yq+3bAc1IiIi\nImpWTKaGx2fO+PXQng4iRcEnfUI6duzYYBeBbAQyJgWlBXbXn6s7hxk5M3w+fsbHGThdcxoA0Das\nLYpPFANoGKxIk2BIwDfzv0FiXCKK5xcj/658q+fDQsKwedZmtA1pizpRh7nbrAerKjGX4KezP1mt\n81ctb9aXWSgsK0TWl+oQZvyMyIXxkA9jIhfGQz6MiVxaQzzOHW1ISE8erfTrsQMxlUxriEkwSZ+Q\nUutyvPK41fKA6AEIqx8MuuZCjb1dPKIlhQNjBuLpiU8jJiIGs341C8vGLWu0rTY6coIhASPjR+KB\n0Q8AALpGdcWWpC1IMCRg0gB1/tj+0f2t9p34+kT9cVy7OACNR+z1lnGMEWkj0mAcw5/+iIiISGI5\nOcDbbzdafWx/Q0K6Lsu/CSk1P9InpGyzLZ9AxmTr7K2ICI3AuD7jAACj40ejT3QfAEBoiO9Dg2tJ\nYagSioc+fgjl1eX49sS3+nQvzjw+/nGIxQJl95fpzXtLTpRY3WsOnzqsP76m9zUAgKFxQ30uvz38\njMiF8ZAPYyIXxkM+jElglZQAw4ap9+5oEfGoqwN27gRuuQWYOROotE46e7Zt6D51520Xmrp0HmsR\nMZGY9AkptS6TBk5ClbEK/WPUGseIsAgM7zYcgDpctK8DA2lJ4dC4oXhs3GOICI3AY+Me88vxNOZK\nM9qFtQMA9OrQS28ObNss2FvafK32BlIiIiIiuSQlAYWF6n2rMmFCw+MHHwQu1Cee584h9Mgh/al/\nrBdNMiJuIEffba4j+8pSbukTUrbZlk9TxGTZuGVIG5GGZeOWoXNEZwDAgfIDWPjBQp+Oqx2rc0Rn\n3Jd7H6prq3Ff7n1eH89esrnwg4U4e+EsoiOi8WHyhz6V1x7bJrv8jMiF8ZAPYyIXxkM+jElg5eQA\niYnqvTtaRDxCbFKMZ58F1tZPV5eWZvXU228Lv46I64g2+m5GhudJmKuYZGQ0HNufAp0wBmJEYm9I\nn5BS62SIMmD1pNUwRBmwbNwytAtXaxzzfsjz6bjpo9KRGJeI9FHpMFWq/Re0e29oiejeY3v12ttP\nSz8FAMRGxlqN3Pv50c99ruE1V5qRuTsTxjFGt5oZExERUXAlJAD79qn3rdm5Te/ggflngRdesFo/\nbapokhFxtdF3ATmSMHcEOmH054jEviTP0iekbLMtn6aOiSHKoA9odOTMEYcj8brDcoTaHXN2wBBp\nwI45O7w+3rJxyzAodhCKTEV67W1tXa3VvZa0Fp8o9rmG115zXX5G5MJ4yIcxkQvjIR/GRC4tJh6L\nFlktttn1Ee7/e59Gm0W0EX4dEdcRbfTdZcs8T8JcxUQ75rLGY2T6JNBT2PhzRGJfkmfpE1IiAOjV\nqZf+eNQro7Dpq01eHcdyDs+R8SNhesCEkfEjvS6XIcqgz2Wq1Yzasmx2/PnRz70+F8A5SImIiMhz\n5kozFuQu8Lmllkfn/NNSHOl6hdW6Lmg4//lRYwAA52qapg+pJhDTwgTimIE8riVfmwVr+6emep88\nS5+Qtoh29C1MMGLy/q3vWy0nvePdyAC2c3j6g2WNqLnSjJPVJwGo85wCatI6oZ/asd+bkXZLzCUY\n9sIwlJhL7JafnxG5MB7yYUzkwnjIhzHxXom5BEOeG4Y70kv8llT5Ox7mSjOufe1arPlsDTI+9nMn\nRycyM4Gffxb2n+zTB+FR4QCA97fXSd98tik/I0090JCvzYK1/ZOS1GTUm+RZ+oSUCFDnBM2ekm21\nbu2Xaz0+TqBrGP/w7h9QUVOBjm06YkvSFn29LyPtTnx9IgrLCvHrtb9G6hWpnIOUiIhIEjNyZqDo\nRCHWV88IaFLlSw3n/O3zUWQqAgB8mt90iY7RCJT/emKj9ed/PRoZE77AuQsKAODmGU3Th7S5aOqB\nhnxtFmw0qoN2FRZ6X2bpE9IW046+BQlWTOZeMdeqv2fK9hTEPRmHErObE3shMDWkWk3o4dOHsf3b\n7QCAqgtVVgMaVV+otrr3hDan6ZlzZ7Aqf1Wj5/kZkQvjIR/GRC6Mh3wYE+/VCrWVVHhULVL99Fu3\nvXhkfJzhdQ3nh9/Xj/hfBxRtuqnJEp0TVWY8cs0pHF+xCliyRF//Toc7sDzbgO9/UBPS1Huapg+p\nL5ryMxKofqOOal59bRZsMKhTzvpS5oAnpIqiTFIUpVhRlG8VRflroM9HLdukgZPQPry9vvxz5c8Y\n9Pwg5B7IdbmvudKMqvNVSBme4tcaRq0mtE7U4YJQ+5N2jexqtc3Xpq8BAG9+/aZbZbU0qf8kAEDv\nTr0BgHOQEhERSWLYRcMAAOcPDUOW/37r9qtrel2jPggB2tx6S5PVRib9PROft38ekysOA1c09CWd\nmDYIaWlAv35qQgrhoFlvM+LPZraB6jcayJpXyzJ7814ENCFVFCUEwHMAJgK4FMAtiqIM8uQY7Ncg\nn2DHZOftO9EWba3WTd4w2WVNaebuTGTvzUZkeKRfp0yxrAnVdIjoYLW8edZm/fH0jdM9Ov7qSasx\nuMtgXNP7Gvw+8feNmhwHOx5kjfGQD2MiF8ZDPoyJ97SuOIMujvBbomcvHumj0jEodhB2H97tUcsw\nAIhrH6c/bhtRC0Q1TZvdnD8akVidhpw/GoGuDT/U1w4cBKMROPhD80lIXX1GZJnP0xmt5jU1Vb65\nTQNdQ3olgANCiMNCiPMAcgB4djVOZGNk/EhUL67GyvErrdZPfn2y0/0C2X/Usn9rmBJm1X8UUJPW\n3h3VGs5uHbp5dOysL7NQZCrC+v3rkbo91e9NjomIiMg7WkI6ZlREQJudZn2ZheITxSg+UYyZb870\naN/0UeloE9oGAHDm/BmfBzbyqjZwwAAAQC1C8PDTXZCZCRw6rCakpyqaJiEN5GBBgZ6exR+0Wsys\nrMDPbZqSAlRVuf9eBzoh7QGg1GL5x/p1bmO/BvnIEpP00enIuTlHX/7h1A8Y8+oYhx3+l+9ZjsKy\nQizfs9zvZZl7xVwUzy9GYlwiiv5YZLfWNPGiRKt7d2jNjJOHJiNleApyZuY0GtRIlniQivGQD2Mi\nF8ZDPoyJ99JHpSMxLhHpo9L9dkx78TCOMWJAtJrU/arLrzw63qr8VThXew5hShgAoKK6wqfyuVMD\nVmIuwdC1F6MwYg1mZC0EoqNhnH0A3fEToChITQXCwtU05KGHBObNC/xgS57W3FkmsK4+I00xPYu/\nuJs8e5rAa9sDQGQkkJ3t/nst/aBGRM7MHjIbHdt01Jf3HNmDrk92tdtPU5sD1Ne5QB1JMCRg3z37\n7CajAHDw5EEAwLYD21BQWuDWMbVmxhFhEYgMj/RbWYmIiMh3gRgs0R5DlAGj40cD8HzEfm1Axajw\nKADA/rL9PpXFnYRm2sZpOBeqToOHi/bCbAZMnQZgRkocli1Ta+lqzqs1pKWH6zxKXix5kjR5WouZ\nkaEmsBlNN1NOk3A3efY0gbfc3tP3Osy9zbx2FEAvi+We9eus3HnnnejTpw8AoHPnzkhMTLRqq52X\nl6cva79QcDm4yxoZyvNY/8cw/5v5aoF+AAQEJm+YjOL5xThWdEzfPiE2AcVfFiP2QmxQyr951mYM\n+ssg1KEOE1+fiFMPnXK5//Ca4eh/qj+qL1Qje282tuZuxaGKQ6g6X4UXp70oZTy43ECW8nCZy1zm\nsrPlsWPHSlWe5rScekUqdh3aheE1w5GXlxfQeJR/Uw5ATUjdPV63wd3w3rfvAT8AHTp2wOnY07iy\nx5U+lc9gAGbMyENRkePtj351FDgHhPQNwZY5m3HPPXl4+20gLU3d/9pr82DadAI4DvTpJTBhUB6u\nvRYAPCvPli1jsWYN8OOPebj3Xtfbr17t/vF/+qmhPNo6R9tv3ZqHf/wDeOEF9fV58n6azcA99+Th\n9tuB6dM9e/2BXNbiYTR6vn1RUR769CnEc8+ptfGHDh2CM4oIYEdiRVFCAZQAGAfgGIDPAdwihPjG\nYhsRyDJQ61BiLsGYV8bg56qfrdZnT8nG3CvmAgAGPjMQ3538DgOiB+DAfQeCUUy0X9YeZy+cBQDk\n35WPkfEjnW6/IHcB1ny2BinDUxAZHomTVSexfv96JP8qBdH/edHrCYiJiIjId9r/6bQRaVg9aXVA\nz1VQWoApG6bg+n7X4/kpz7s1QOOQvw9BkakIMZEx2H7LdqRuT0XOzByHrbn8ZcbGGdj67VZMv3g6\nXhq/Ra9lXLbM4rrlxhuBbdswHVvQN206Vnv49pWUADNnAsOHAytX+v96yGxuqO1zdewFC9TawbQ0\nePw6fNm3OVEUBUIIxd5zIYE8sRCiFsC9AD4E8D8AOZbJqDu0DJzkIWNMEgwJKHugzKpPKaDOVbrq\n01UoKC3Qm8yGhQS6YYBj4aHh+uPJbzgfhAloGIjp94m/t1pGfrreLELGeLRmjId8GBO5MB7yYUy8\nE6jp5OzFw1xpxg0bbkB5dTne/PpNzN+60K1j9Y/uDwC4Ov5qvFr4KgrLCu3Oae5vnSI66feZmWp/\nwshIm8ROUXOTiROERwPgaJKSgKIiYP9+95NRT5r4WjZtdfUZ8WVQo+YwIFKgBTQhBQAhRK4QIkEI\nMVAIsSLQ56PWbfaQ2Y1G3124cyGuW38dBARCENJoBNymtOPWHfpjy/lUHdH6pqRuT8Waz9boo+xG\nXJ3V6r+8iIiIgilQ08k5OtfJ6pP68odfuzceRsmJEqv7YHCUcGl9SBUhvOpDmpMDJCaq9+4K1PQs\nvgxq5GjfQI4KLJuAJ6S+0tomkzyaIia+fAjTR6cj/658KGhoFVB1oQoAEBkWGfBmKs6MjB+JTm3V\nXw1//OVHl4MbaTWiWVOykDYiDVlTstTR/K5O1b+8+BmRC+MhH8ZELoyHfBgT7wRqOjl78TCOMSJ5\naDLahanznF+TMNSta6Ure1yp3wdiRGB7zJVm7D22F4Da39VgUOe+HD9ebWarKflWvU47f04gMVHd\nxhMJCcC+feq9u7ytjQzGZ6Qp5zYNdvIrfUJKrZOvH8KR8SPxzfxvEIpQq/WhIaEO9mg6E/tP1B+P\nWzfO6bar8ldZjd6n1Zg2RXMbIiIicqypRtgF1FF21920Dtf3uw4AsP/rGn0UWGfXSg9f/TAS4xLx\n8NUPY9We+muIPYEtb8bHGSgyFWFwl8FYNm4ZALWvZ2Gheq/p209NQxQIFBaqI+8GWtvNb+Ch9YMQ\n9cQSvx43EAmdt8mzN2VpyuTXHukTUvZrkE9TxMQf7ekTDAm4deitVus+uO0DH0vmu+enPK8/rqyt\nbDRFTYm5BJc8dwkuee4SHCxX+73uOrQLaz5bY3fKGn5G5MJ4yIcxkQvjIR/GxDuBqiF1Fo9dR3YB\nAH4I2YHqELPLayXLpLl6TypwLFG9DyBtmpnh3YbjRKkBQ4YAlZXqc8OHN2x38Ae1hvTQ93VISWma\nbkjbN1ci7mQJ9m8v9Wg/V5+RQCR0WlNewLME05uyBLsfq/QJKbVO/ppgeOXElZj1q1mIiYxxa1Tb\npmCIMiB7Sra+PHnDZMSuiIWyVMGjeY/ihjduQPGJYhSfKMbHhz4GABw9o86WdOyXY0gemqz/4khE\nRETBobda2pMV8OaO5kozFuQuwDW9r1FXhJ8Drstwea1kHGNE2og0GMcYEXF1FtBNHYcikLSEtPpC\ntT7w0Pffq/09H364Ibm65JL6eUhLReMBjwLkhiS129Swfqf8dsySEuDjj4HkZO8TupISYNgwoKCg\ncfLpaYLpTXLpr+tub0mfkLJfg3yaU0wMUQZs+t0mnHjghBTJqGbuFXMRYvHxK69R5xZbvGsxvq/4\nvtH2PTr0AACcqjmFvcf2Wg2e0Jzi0RowHvJhTOTCeMiHMfGOVkNavSfVr7Vj9uKRuTsTaz5bg06h\nceh8YRAA4POy3TBXup8FL5uoJqfLJrqXqbhq+uno+f1l+/X7nBxg8GA1Wdu5U22Wq71XbSPUhHTK\nZOG3mjlXZe7YQ+2D+/1Xv3j0A4Kzz4iWdO/dq76ukhLPm8wmJalNmqdNa5x8eppgBju59Ib0CSlR\nS7Xh5g1ubXd5t8sxoucIfblnx56BKhIRERG5SRvnAaNWBby5o+W0bxWFYwAAxSeKsfADx9O/aF2A\n3ty5Bv93xyQYTlTBOMaIzN2ZbiWyrmrmHD3fp3Mf/T4hAfjqK2DdOjVBMhqBlBSgqgqoOacmpHck\nC6+TJy0B1ZJAl/1qIyMBAD8frvLbDwjaaL/Dh6vnvuoqz5vMasfYtq1x8tlUCWYwBzaSPiFlvwb5\nMCb+YTtFTVRolP44MiwS+XflQywW+DLlS3SO6Kw/92npp1bHYTzkwnjIhzGRC+MhH8bEO0dOHcFt\n/wdMXbcTq1fVWSUMvlzc28ajxFyCK9deicKyQpwavgjJA9MRrrQBALtjS2hm5MyAucqMje8oGLf5\nv8Ctt+o1rZm7XWdLrmrmJt1dgIhHuiBmyipE/C0CM3JmYNWnq5B7MFcvm7334fPP1XlJ//eNmpCu\nXye8ToK0pDgpSb0HXNQm1iekfeKqPPoBwdlnRBvtd+VKNak0m9V7T46vHWPkyODVbgZzYCPpE1Ki\nlix9dDpM95uQNiINh9MPQywWEIsFKjMqrZoYLxu3DOFKuLqgBH94biIiotasxFyC3IO5+Mc/gd9t\n/0HtRGjBnxf3M9+ciV+qT6P3SWDPTx8BVy/HeXEOADA0bqjdfcyVZhz75RgA4JpDQl25Z49Vn1JH\ntGsMwHly9Ltt41Edasbify9ETV0NtpZsxcKdDTW22+ds19+H8ePV42Zmqk1TExOBSy9VE9LcXKG/\nT55e32hJc06Oer9smYuELiICANC7a7Xfkj7L92vnTrUcO3d6l1Tae/2BvubTjp+aGpiBjSzfH4eE\nEEG9qUUgIlfyj+QLw+MGkX8kX6SlCQEIkZYW7FIRERF5z2RS/5eZTMEuiWcSsxJF2CNQ/xkDQmzY\nYPW85esynTWJtB1pwnTWuxc5681Z4rXL1PMsv2mV6PfUIIElEFgCkfxOst19Ut5N0bfRywgIU8VP\nLsti7xrDNk47vt2hH9/e7dJFXYS45hpRNet2kZioHi8lRb0lJ6u3ggFzhADE+on/UN8nk9C3Ddj1\nzddfqycYNMhvh/TnNZm9Y/nr+I4+a+4c35PPqdXfvkVM63M+u/lgmH9zYCIKlJHxI2F6wAQAGFD/\n61WwhucmIiLyB60GDWiY4qI5yJqShbkv3ADgpLqiqsrqeaspO3LVZrIAsHqS5y8yIiwCd/yf+vjK\nf76Hx2OGAvHFTvepqK4AAITVWq9f8/qDWGNe77QsRjvXGJZxMi43Y8qGKU7Pf0PX3wC7tiBiwADs\nzFf3r6pSm+omJqq1pOOhYASA228VgEGtRdNqT/05yFFmpno8gwFAG7WpM86d888JYP/98uex/HV8\nR5817bipqWoM9PfKwb5Go817Cuv32XJboCGmhYWOyyZ9k132a5APYxJ8lh3cGQ+5MB7yYUzkwnjI\nJ5gxCfb8h956tfBV1FWcbFhx9myjbbSmipNiU2G4kIik/u7N/+ksHn0ijmPsVRH6sjbFitV5K83I\n/U7tx9nFplgXvdcbhkgDki5NcngOe4PoWMZp4QcLUYc6/bnkocno0a6HvhymhOGh4fepC1FR+vGW\nLWtoXpuSAgwYoDbZPXNaWDUZ9aa5q9kMzJsH3HGHeq81b23UdNrLhNQyJpZNaBslvD6y9977a1Cj\n1FQ1MUy1+TPUjm85ArIty/jba45uuc5yW+2cOTnOy8YaUiIiIiIKCsuaxOak7JcydLLMBWtrG22j\nXaS/UZ4Fc/9CpL6ShX2P+fZi+0YeR1xsBHBYXf7oh49grjRbTQc3+63ZOH3uNACgZ1UYgAv6c8q5\nZ2GuqsCt79yKg2kH3T6vZZwsB1fMuTkHs4fMBgAUlBZg2sZp2HbLNkSX1ies7dpZHaeqCli+XO3K\nmThcAb4D3t0qsGan+ry3fwuZmWrtq6XIyIbky2hUk8fVj7ZBJgCcP+/didC4BjDYNfzuJsVZWWot\nZVaW/bI6q4m1jL+rWlzLbbU+w1mupr511Ja3qW5gH1IiIiIiaiaKTcVCWaKISbc29M18Z8zTjfrX\naX3pduwyic63pYiB6Smi+Ijn/UhnvTnLuh/oWZNIfidZdF7RWWAJRMq7KVbbW/blfPT+EVb7bhiq\nCCyBCH803KMy7Ph2hwhbEi7CF3UUXR6PE1gC0XtVb8c7bN4sBCBqrpuk9yfU+ipqt3ejk4UAxOln\nXvW5H7HJZN0/dfBg9RyJiQ3HTUsTohNOqk907OhV/2XtPCkpDX0kA9EH2va4zs7jbh9Tb1+vvX3c\nPZbl+wUnfUilb7JLrRdHkiUiIiLZTNs4DQLCqoZ0927RqKmjVlOU+44BFRXAgY7ZmPn3DI/OVVBa\ngM1fb8ax9hbHjTJg3U3rcOPFNwIAKn6p1q+Xcg/kWu2fUK42i8UllwAAhp6LAQDEd4x3ORep1gx2\n3jxg6sZpuIDzOB9yGqazZQCAkzUnHe9cX2345c/xVk05U1KA5GRg8GDgxEm1bB3ai4b+tl5e9xkM\nwIsvqvOdRkcDRUXqusLChqalRiNw9731U+ydPYvMvwm9bK6uOUtKgGHDgIUL1ZrYyEj1+IGaI9S2\nWayzUZvtNXu393rcKavtfo7O6+4o0gaD+l7Z1l7bkj4hZV8T+QQiJvY+OMGcD6k54WdELoyHfFpr\nTGT9Ua+1xkNmjIlnyuoTsugaRV835mrH/WCNRqDvJeogQ/0vrXB5fMt4THh9AupQB3PDVOVYeG+N\n1ed6/1cN10s35tyor08emoxp4mJ14frrAQBxR6MwoNMgfF/xPRZ+0DBFiz1aM9jsPZtQW9vQ7FfL\nHib1n+R45wMHAADxf/4dBg8GTtbnrlrS+MknwCWX1L9/Qp2HdPx4/1z3aQnav/9tnagZDMDKZ9sA\n4eFAbS2M99c47RdpacqUPBQWAnv3etbn2dvvYdsk01lfa3uJpifX0JZltN3P0Xk96futbeuM9Akp\ntQ72PjjNdaADIiIZ8Ec9ckTWHyuai2t7XwsAGNnhEn3dTTOE05onU9svAAD7zV+4fZ6C0gKcOXcG\nABAiGtZ/9vwXVp/roUPU66Wk+SU4X9fQN3LdTesQebC+s2l9QtrpzDGUmdSRjvJ+yHN4brNZ7e85\n604z8LskNWNoGMcIl3e7HM9Ped7+zmfPAsePA23aYFXhdSgqAtavBzIyGo6dmQlcNqw+Damrs5qf\n1NfrPi1BS0hoSDat/tYjI9Xt2lfriZyra85Fi9Sybd7cOPlz9nny5nvYsk8oYD0nrLbs7LOrxS4l\nxb330tGARID9ZNfTgZzc6ifuqC1vU93APqQkPGsrT0RErvF7tGXyR1w5l7Vvkt9JFlgCsXXmEL1D\n5JlHVzrcPiVFCDzQQe/XGbIkRH+c/UW2w/06Lu+ob3e0a5R1P1JTw1yjWh/SxKxEffuc/TnqQbp1\nU/f5/ntR26WrEIDolR6qb7fj2x12zz3ivpUCi6De9HKHuvcGffWVes6LLxYmU0N/zpQUi/cDQuxJ\nuFt9kJ0dsO8r2791k0mI05Hq+yCOHXO6r21/UW2dbTm1c6SkNH7Om9dlWWbb8rvz2fX08+3pHKOO\n5op1dRywDynJzvYXmGD8sq/1DygpabpzEhEFSqD6NlFw+eP/o1YLos07yJpS70SebZg65KOdLjau\nvEh/aDllSsr2FBSUFujLJeYSDHthGDZ9tUkfKVeBgrg20Y0OWf1JOgbHJiJ9VDoAdW5UQ6QB+Xfl\nqyPfVlcDx44BYWFAr14I6dEdAJCoNJRl6oap+mNzpRmXv3A5lKUKPuu8UK0V1TKFOmDDlPdcvMh6\n33+v3vfvD4NBbZ6bklJ/Dou/NaE0NNn19vvKdgoW279n7W89KUm9xps/HyivUqfNWfpwjdO/fb3J\ncrbzvpzaOaqr1ecyLLoJe/K6tPJr098YjZ413bUtjzaysKvPuFZD3Kgm2Q5nNdm+fDdJP+1LXl4e\nxo4dG+xikIWmiIk/Jxl2V1KS+iFLSgL27XO8nb/nnPIVPyNyYTzkw5jIhfHwjT/+P2oXyQsWqBeQ\nP/6Yh82bx/qlfC2dudKMvcf2AgDaVzckluOvF452wbJlQPXybXivzVUoP9f4in/UK6MAAFMHTMV7\n370H/AAklTXME9qnUx+Enq/Ul+tiDRg/HijsuQroVIhV+avw4rQX8WrhqzBXmfFq4asYGT8SKC9X\nd4iNBUJDgU6dAADPXrUM7/7fnQCAWtRCWdrQF1ZnWWVVB+Cjpcg/NQmzr3D27tQ7WD+dTL9++qrP\nP1evsSIj1fcjMhL4dbkCFEOt863n6TWWqylYtL/1YcPU8x85AlRBbbKb82olTnZ03JzUaFSbvgLA\ntdfmARiL1FTg44/VPrGWA/8YjdaJqCV3X5P2Wnbtsp6L1bJ87jR/tdxG+4zbHsfRuV1tl5qqli8n\npzLJU2QAACAASURBVPFr8eW7SfqElFo+ex/UppqXzPLcOTlqMupq8l59XrE31A7zCQmBLycRERHg\n3/+P2oXjtdf653itQcbHGSgyFWFwl8EYHtUTgDp4j810mwAarjFSU4HougSUzDXhn4fWImV7CuKi\n4lBWWWa1/Xvf2a+B3HHbDuDRUfpyyAkzfjhRgU6XVeMUgOoL6nC/FdUVVvcnD59GNIDj1Z1wqACo\n2dcB1wDopXRGzs05SHonCQ7VAbFRXfGfu3cjFgnIPOVBoqHVkPbtqw9WVFiojqyrJXirVwOYpybC\nv5wRWDivYXdtRFZ3/s6dzYlpSbvGy8oCImd0AsqAlFmncLuT16SN3AsA2jhTWVnqCL5FRepovkBD\nIqcl2o5qDl29JqNRTfa0kYFtt/WmQsTdJNHd7RzNZepzZY2jtrxNdQP7kLZ69tq6N1XfJ8tzezKn\nksHQML8VERFRc/XAhw/ofQRX/sdxP8jWyvbaQOs/mvxOshC/+U1Dv84nn2y0r3aNoV0z2Pa5y/4i\n22rOUHs3vY9pu3bqQXr3FgIQ9+IZMeD+hrLk7M/R9+m3up8QQohVswuEAMRn+LUwGIR4HXPUY/zj\nH0II69hb3kb8ZalvfYwnTlTPs3Wr1XuQnGzzPsybJwQgXr/q7/rbmJysXlsVF3t3ast42buuM5mE\n+Cp+khCAqHjjPY+PX1ys9olNTnZ/HlJP+2h6O9+ov8vibP/iYuvjaGXT5n21dx446UPKhJSCzlkH\n8UAPuGD5wXLUSdsebXtvvzCJiJoDDowUOL68t8729eS4O77d0SgZMZ11v0Ar/7NSYAlE96e6i2JT\ny/yHaHs9MuvNWQJLIGa9OUuISy5xmpBaDgCjXajbk38kX7Rd0lZgCcTlL15uPwZhYUIAYm+fGUIA\n4oOhfxHJb6qDGsU8HmM1UFLH5Z2FEEJUvPmBEID4X4/rRX6+EG/FqgmgeP55/bA5+3NEyJIQMfkf\nk/XzOko67L0+u8/36ycEIMr/87VISbEe1Mhq+3vuEQIQb/zmeQGo22kDHnl7/WeZGGkJsDaYkhBC\npN1XJ9bhdiEA8do1r/g04JC77A2O5A1Xn213Knj8dX1tLwG1vI62d55mnZB+8sknXr5VFChNEZOm\nvgiy/WC5ItNFGj8jcmE85MOYeC8QPw5axsPf36UyfTe74st762xfZ8/Z1h6FLApXk5g7GhLSWW/O\ncqsMtsls36f7ev5CmgHbv6lBzw4SWAIx6NlBQsTFOU1I7e3vzt9oo++s2lr9PLOxUX/88sS/i/bL\nOlr/qPCIImal56v7vfWWEIConnKzSEsT4uz8v6j7rljh1mt39Tdq9/nqaiFCQoRQFJE+v1oAQsTE\nNNQoWr4H5XP+KAQgjhufdVqr6QnLxMh2dF9RUSEu9IgXR2IvEwIQm0Y97fZnUIuJJ63ptCRUS7Jd\nncudH5qc/Uhgr3bYNsH3Z3Js+f66U3PMhJT8KtAxcfeXOX/ytMZTpiHz+RmRC+MhH8bEe4FI8Czj\n4e/vUpm+m13x5b119j/L3SZ/s9LzG6b0sEhI2y9v77rsZ01WNXLaLf9IvucvRghRbCoWhhUGgSUQ\nyhKlYcoSCU3fMF1gCcT0N24UIjy8IdN44olG23rbAqzRd9bp00IAorZNWzGhY37DOQHRbmGkVQwG\nPDRLP9/ZBQ8LAYh/X/x7AQjx/sil6n5Go9PXaHsdVlxsP4mxe7326afqOS691G4XJ8uEcUPMfCEA\n8beuz3iVIGnJVXKy/alZLMtlMgmx9ro3rN47071L7F5v2oubbUzcra3UEjZ3kkB3fmhy1Pzb0fb2\npqLx9XtSe+2WNdCWLQEcadYJKbV8jpoTeNKE1leW53QnEW5Ov8ITEcmqNdeQesu2aZy3/dM6WNSs\nTd8wXbRf1l5gCUTYo2Eum+2OWDvCZd9Hd5JLy36Ptrelnyz19K0JuGJTsWjzaBuBJRCTjH2tkht7\nCam91lde1VA99JB+nm44anXeQfPCrd63wQ+mqMfdt0/fZn3sApGSItS5Ut24sLJNWCyTK8tdT37w\nmciakSsWzywSs7FRDL/sgqiapTaHFfPmqe9Z/Y8n+fnCqvluYqIQHybcKwQg/oQ1jWrx3PmbtiyX\nbdlsawsTE4X4Ld6y2uHVrvfb7bLlTsLmahtv4uzqhyZ3mn/be/3OnvPmO9NesmtbdnuvnwkpSc32\nQx2MGlLLD7rlr3kt+aKGiIiaH9sfUL358dZkEgKLQvWk0XTWJPo9PbAhQf2H42a7Sz9ZapUAPbB9\naUNNq4ObZc2pXqt1j8llQuuqX2r+kXxheNzgdc2sp7TmulgCsebqRKvkZutvHm90zWAyCTFokLpJ\ncnLDeo9rqCyaBiuotTrvQ7OfVN//RRARf7pcIMokEhOFOPO3Vfo2S7BIPVd2trru7rudns5eM+NG\nyVV5uagJi7Qqy7OYL2qVEHV53z6rfbVE1PL6qvIPfxICEMu6rhbJyQ3Xfe72I7WsIbWtJbV8j7XH\n6fFvWpX3eaTaTfLcSdI8abpru52jfd1Jcv19Xezu36KjJNZR4m3vR4xmnZCyqZV8/B0TTz6sgWCZ\nAGv/OKKjm/5LwVv8jMiF8ZBPS4+JTN9H7mjp8Qg0y/9ZntSYWJq+cIeeRPZ6sq/47W8/EbNSiwUe\nUdeFP9LR7n62NZpLP1mqXnhelu00KQ1bGtaQyC6yuGnb1D++e8vdVvv1WtnL6etol6nW6rbLbN+o\nfB2Wd/B7otr36b71708HsTFUHVxIdO0qBCDux+Ni8ODGcRg8WIgYmMV9vd4R4vx5IYTrz2yjz8iw\nYUIA4ptV74uYGGGVVP347Dt6QmD5N/HeqL/p27wQt0gUFwtxKlvtf/pFv1keJVt2y/v881blsLpN\nnqzvl2iRt2uDFmlNgD8afJ8QgEjD01aJo7adJwmiZWJlmyRpy9nXbbQq5+eDbne78sPdvu+OWv1Z\ntmZwlHC7033M2blt+3G6w93k294PX7bxtfxe0mrEW0wNKf9xyacpYuKs7XugzpWW1vAL3qBBzs+r\nfZlYjtzWlCy/bLds+SQ4hSC7+J0ln5YeE29+4Q4mT+MhS7mDzdGF7uArTWLos8P1RCwyM9JlIha2\ntKGZZ/KfiwXwiUhJESLy4Z7qMf7WzqrZrnZuy36jI7JHWD2X/Z8cEbo0VG+ia28EX7u3RRA5X+xo\nONdZ65pTR1PRmM6aBBYp+jGKTcVCWaJY7dtxuf3E2humsya9WXPPJ3uLg93UKV/ODfu1npA6SjKK\nIq8QAhBvX7nCYT9MZ/0VRbduQgBi8V1H6q/cG5KqP7d/0W4rs6o5d+nbPIjlYvBgIe7puU0IQLyH\nGzxqjmqbVD2UYhYXLuquH78G4VZl0qaV0fYbNEi9vioutk5inoa6wTtXr9KTVO06zLJ89r7jHNXS\n2W01UFcnHr3zoEjGa1blrJ5yk9vfLfb6vtu7RrW8PrRNjF1d27rzXa4df9CghterHcs2ObRXe+nN\nLBFauQwG6/3s/YDgqC+pydTME1JqnbRfebQay0D2I7X8tTk5ueFL0xl3E9JAXUg56s/R0jR1cywK\nPiYfnnP0njn7pd5f52uKePmr3M2d7fuQ88WOxjWNNjWOtreuT3RVayG15xeFWtWqtHkk2qpfqdW5\nezQMgqQ183XF7jybNmV+YPvSRn9DvZ/u7bLprjYfqHYb9Owg0e2pblbr2i9zPUCTO0wmIQY+NEs/\nbufHOuvzgX7U6WYhAPFUlxV2rx9MJqH/w/4Clze6sHd5PXH+vBChoUIAwvRjtTAYhDAhVj/mw8gU\nMTHWffcemndC1EbHCAGIuqgocdXgkwIQYgzyhADEBYR4XUOaliZEKuprRy+7TBR/dU4kJgpx5LWP\n1eF0J04UorLSaj/LGkHt7zgmRoiV+LO6sHKlvk1ysnut5uw1ybVMaPXa6ro6IS69VAhA/BR7qVVC\nWquEWG/r4m/ANgG2lzxbxtNRlzRH53Lnecumz1rip72GWbPU62athtTetaI7gw/ZO6+jGlLb8jpK\neNWyMCElydn+UVsOkW37i0ygzmuvWYW3XxqaQF1IOWqz3xIUm4pFYlaiKDYVi84rOqv//Fd0Dnax\nqIkw+fCOqws2R9t4w/K4TdFahD9SWH/n37vlAfdqHt24TXptutVF6/Q/Woy8a5F0mkxChC1qr++3\n49sdLkrcwLLPaeyKriL5z8VO/06FUP8PhC0N0/cbsGaA1TGLTcUidEmo1Wvp+3Rf0fmxzo1eozav\npy9/R2lpQuCBhkGgCg7sEnX184KugdoP8vUhK+x+FtLShP4G/9yhn4iJsU4IXH6GDhxQk8juPUVa\nmtoUclL7PfoxV2GB1fu34L5acRKdGoJaUyNMJjVRGYb/6usfu/Urr35UMpmE+L9eU4QAxOnVL9t9\n3llCaVkJ8K9h6UIA4pclTzaeokVYb+vOMS2vHfXjFBRYZ3A2twhUuvU/x/YasVHiKxo+p1p/Vm/m\ncXX1Y4B2TstzWNaMuhpAy5saUm+uOe0l8M06IW3pTa2ao0DExPYfkval0qZNYC92LM9r+SENRE1C\noLS0z4g2aESbv7URPVf21JtdeTJZezC1tHg0tUB8ZlpDTFw1afMny+N6k5A2xdRhLe0Hu5QFJoG7\nhtuvEV3U0J9z5f+z9+XhURXL25WELGwhhICIsgcIiBBBcQNFRERFo6IRXAIqDODCICIuQEgQVOSC\nonJBuKigIm6IoMYNxj3uC3KvA64giDJhDySQZN7vj06dU6dPn5kJoJf7++znOU8yM+f06a6urq63\nqro6MN/baxoBqA0YELDoZZ1NWmCH5ep7R03lYA25Xt8HQ0HHO2WkjO5BpQKyvKMN72uINnflOH7L\nWZJzSOt6cGPISgJVd1pd7J6njg/5gk7A7NrjASIU1r7X4eHjENTcXNhooUEDYzZSPTrLMUdWqjDb\nYPO+Vvvz8oAh9DhAhCfpKit8MxQCtq/60n5fkyZWNT4fcCxttH4bREsc3sWodNmxA/jgA2DTJiuZ\n0aTrNztukZ40r7BUx3jfeitAhOU973eBKcBuWyyJu3je5+YqWhYXq/t3z34sIiC97arNMcmK5csD\nxnNFJSCVgJFpEInvTf3Sx0MHwl7H7+TlwTJ2xEInub822joRLdQ40jOSx/4GpH+Xw1oOy5j88Qfw\n8MPAzp0AzBYhafH5swDpwXhIjwRrvWzD/7U5kjk706g8+VYcOhP8LxoIDpe3/v/n8n9tjpjK4eAD\neRZkrPsRZQKLWN9vGo/DycemMLVI5a+cQzV5F3sW2z/U3jMkN64gDv3HLXUpxJZXfG8I/iI/QntD\nmPnhTOt5/UiV5csDFohq0afIG9DmE/qMm29sbzRgI8FFrIlk+IgVuZ+0eGOxoz0pd9dxhe4GN4aQ\ncYe9r7ZWQa1DMlTIY24yZ2fiuxbnAES4+9h5KBl+O0CE2+leZGfbYEXqMOWUZH8wFD2M0jFHpkwB\niLDv+pscoOQ8ehUgwtpjz3WExJbmT7ffVVRk8Vxxsap/W4I6SuCOWjOsPZ1RQ2S3bLHRTvX1a+Ns\nFx25HezBM+lvDj4Zr8B86cR7I4LXSPyie0clLYmA9cf2jghI8d130YbfGhNue1YWkJnpToDJbcnN\nhcM4EemerCxn/0wGC9l3r3km51cs4FIHi9FArKSxfm+sXvH/aUD6d/k/WvhMrQsu8LyFLT4yHv5w\nlEgWpqhCGTXznv5Zik6sgqcmRYbK/jdL/yf7GxWhvGV50R+OUg6X5/uvLF6LWbTF6e/y55bQ3hC6\nze3mUpb/m0UqMswnhW/OdAAY/Wo8vXFMoZ19xs03WtNr4sGIVA6nTKsp8Pgr55D0oJjaN/+z+Ygr\niEO/Rf08ASHlE25aPt5RH497pH5Hoos+jk0GFnq8P+GgjGP8bnkGJdPcpLiygr70syiJkQb3R5vx\nuY7vei3sZb2XkxDx1XPczBqPte6pDYaCqDxKJRna9uUvwO0KkL7Y415HmCaPR14esKVB+4iA1DM7\namWlnUzjlVcc9LyizacAETY0yrboVvLzbmyvdyxAhMfOf944tk+e9CBAhH/SyKjGAx6XladOcwG5\nxec+6QlIud8MynQ+sHhwWnW9t98e+4B4tJW9d5L+fj88gegUmoiXev0D2LrVs+5ozhLT3OOx5DZ5\nyUzG9507m72JXmNTEx022vPRZEY0enAxRcqY7v0bkP5djrxSp05E4QwoJmY5fDiVBd06ZBI4Jq+p\nbFesE/jPUnS8Qj0OpWTPzQYVELLn1mCn+59Q0qen/2mA9H/Rm+i1mMnF9/9aeOKRXMa/GX3/XssH\nWh6yYedgeDU7G6A6IZCvm/lojUO58gkJ+bWRO7Y4ovIXCrnPqeQroTABReuL7EQ3om0zA/MPm0yr\nKe0ORS6YMslyP73elZ0NUMeloEkJ6D9OZaQ1GThM18njCl3ATfcIRQMZfK8JAMpx1Hmd+xXNa2Wi\npykzKMst6UnjNvJ54H6/R2Ik5p86Idd5pvEF8dZ7c57MdT3XzV9olJfsQa5VWMsxfvLs0ZPHFSK0\nYa9qXGKiAozVgHTZSfdYAMNFm/79beLv2WOkkzH8/ckn1ZfNm1t7QZluoy/bDBBhV0pj+/7HHwdI\nJe8Jbamw7pfndO58+hWACD8efZonz0vj1u0jd6KEFHra+ezrmH/hCky44vuonjJTf1w60bx56oth\nwyLyUKQ5qhviJNjyjw5bdH+p1z8cSLLgvI+jrpsmHY4BZ26uO3sujz//jeTRZY+17qWOJo+k/lcT\nA16keXmoUYiRxjo93Ta0/E8D0v8fQq3+18phGZPGjaMCUjnB09P/PA+pruDLkAQvr6lp873Xu6KF\nmxxKP/z+w3fsy5HiIfU6KuBwANK/ohwumeW1KOmehlhDbo7UUrS+CIkFiUi9JxXFG4sPCRx4PXu4\nxiQWMOpQlmt4nwyPrcmYOtoVIdRSetgitY89vfM/8zhbMp9Q55qBoEkJ6HOTChftNq4GtBni8d7A\nfM+xj6mP8nePcy7Hvzn+kPmgeGMxkguSawzqma7jXy2MmT+Ouv8oUIEKzZ3/4VJrryGDOAlKTWHT\nuqLrJTsGDgzE1He5/sl1MFrUhtxzx/eyUs2G57w81YeUFLeybQonl/zCYDKuIM46dgbQ9t5KXug6\n32qfDGWWF9fF20jqT8gEETD58n8DRKhsnYm8PGBBxh0AEZ474R4XKLFocNVVNgH69sX+Pgqgjqf7\nrHtkuOvy5QGgqgro0EF9+dhjDtoSAUOursQBUomVUFamKrlDtQVTprjqtNqzcydQt6764vPP3WO8\nNYxeWVtxPH2Doq63o6pBGkCEAz1Oh3902KovGpgzGe9d3z3/vGrHJZdEBLOR5KH8TfJZejpQl/YA\nRAjXro28a2xwCiLMGPCOJ9hkACXbxGHtJh3RZGDRswXHArJN9+g01I02sYJS+RzLCmkMKi62f4s2\nnrpO69UXbiO3MxIgrUVHQqmsJKqlmlJSQjR1KtHEiUQZGf/ldv1d/rxSty5RKGT8iXlg1CiiHTuI\nPv2UqEePw/v62rVtHps4kaisjOijj4jWriXq3JkoL099R0T04IPOZ6dOVffFUrZtI3r3XdWPxYvN\n9R1MkfMk1rb8r5TXf3z9v92EI6JMnUo0e7binTVriJYuJerQQfFs7do2r5aVEY0dq56ZOPG/22ZZ\nYpHlz377LA1aNoiIiCoOVNCpj51KFCaiBkTfTp9Pq2YMr9E7mWZEh2eecVlXso56LuxJJeUlrt8K\nzyykKzpf4f49PsbKxX1llWV06mOnUpcmXWjjUZuI8rfT7Hii2YU1aKx8b1j9qY0m9NXo96hDRgfH\nuPxz7RSa/O5kKjyzkPJ757uqGn7icFr26PH0elpvojr77brjifa1fpEonmh1+iBq/PAgojqGtoQN\nbdJ/F7/d+q6P4hqOoFO3PENXZFxhfb/g8wV0/0f3m/toKqbfq7+7/6P7nXWJEkdx9Mylz9AVx1/h\n+L5kXwmdu/hc+vKPL11trkm59a1b6da3bvVuY3VJiUuhcpTT+NPG0/RzplvfjxhhryNERD6fmv+z\nZhF9/bWSEab1iufExIlKdrzwAtHcuba8KCsj+u03NWej6V1y/evWjejss9Xzct6NGqXWvVGj7Oem\nTbP/nzhR1fP110TZ2URduhAFg0Rffkk0fDhReTlRSorqD7enQ0YHCt1u0Bl6qz9jM8bS2NPGun6e\nNiGDaMIXtDO0jlYcfQKVh8sU7XN8tKn9uxRX+LRnX0Gw5BMRUb2KFrSHiDJ2/0RERN9XtaHFi4my\nqn9PrAXr3mOPVbQZNYpozBiiKbuJUvnHt9+mpOp/p9Md9GvX7jRiRF8qL1cyff3a/fTqwz9STtV2\nonXriFq0ILr6aot2O3YoWiE+gTbTMdSKNtDdIzfTqH+0pYyfVNuoTRtHXzp1Umr2qFFE1KAB7Rsy\nkur8cyYdGDiIJp3/Jd02pb6i9Z49tL3bxfTeptXqwW/Un1D91jS79RM06oY4WrVa8cBpp6nfxowx\ny3leq2bPVn8ffNC+Z/58Nc4nlTaim4iItm1z8CqXjz5SfMm8alrj5G8TJqj/09OJtm8nakWKZ3bU\nakyLn4yjWZROjWg7ERElVZWR369oMmKE/b61a9WVkqLaPWqUqvfNN4l++UXNO7/f5mNu86OPquG6\n7DKlQ6akOOfFhAmq32Vl6l59vSopITrnHDUv+LupU9UzXLg9ROrvoEHq/qlT7bnvtfZOnEj09NPq\n9wsvVH9lXzp2VN+ddZaqk2UE1yHb8umnznZmZDjfz+OwcqWa05WV9v1e5cgApH37EgUCRHFxrgHq\n3bv3f7Vpfxd3OSxjUsfWXjY+9R7N+vwMi/GZB8rKiBo2JDrjDDUJGjY8PEqmzmM82dauJUpNVX83\nb1ZCn4WoLAxgiZyLrCwsEFatUvVVVtqT/nAUZx96R2xDrMadQS8Moq//+JoGvTCIvhr51eFp6EGU\niWdMpLKKMnpm7TO058AeqptYl/ZW7P3T3/vxrx/TeU+fR43rNqaVg1dSh4wOB1XPwcwP01gxn73w\nglpYe/Yk+u47ZeRYtcpe8ObPN/Ppf7tEA4cSjDpKtaK+uo6Pbn9tC00/3w2UTOXjXz+mJ4++kHLH\nrqSJd57ioKk+JrHOjQWfLyDfqz7X9zpQICIK3R6i179/nc5fcj6BEDtwMdy3Zusa9c/BAJ/q+grP\nLKQbOudbikGj6p+l4pDfO98IRLmUlBC1iD+F8raW008NFtAHjQQt4rW/WumS0Z1O+eF16nPV5zSk\n6GLKbppNn/z2ifqxNVHtWrVpdd5q2rmT6LwXTrXqYRAw6IVBMQNZz8/y+xjGw3q3iS+5GOqQQNaT\nr00lLP6vrrdn8570/nXvR3wsNVWtKeXlCqBKpZKLNOwSOZVnXr8mTCC69lqiZcuISkp6O5Rar6Kv\nfxkZ6l1s5CVSiuzXXxPdc4/TmDZtmmoD10Ok2pefT5SUpNbK3Fyi339Xdc6a5TQeH0xhUDR/dgfy\njdlIj6UfTZXhSqJ4ohd/cIPReon1qLSi1FjXtnofkt9PNLTJT0RvEP1Rtw3l5hJlrI4jqgYTyWuI\n9u9XCntRkQJrs2cT9WsIOp+I3u9yI/VK+IjoK3uNbX7dOTSFmlAeLaZzm++iLxKGUtKqMqJVZBMp\nMdEa05QUGxCGjz6WaMsGWrXoV9qW1pZmrP+JEoloZ3obSiNbR2GgxTStLJ9Cw+kt6rphDfWceyVt\nfjORMkKriHbvpvaiz+WDr6XFpZfSTSv7UcWzSVTaVBki1q5V/BdNzkuwyO0vL1ffffkl0VdrbUCq\ng04GPcyXpvp1WT5tmg3aLruMqPZaBUjrt2lMeV2JLvr0e3qrvCfV+eU7GjqonFLz1Bgx0MrLU387\ndSJ67z1lKGE9jqg3ZWQoA3CHDnZbd+xQ96xbpwDi2rUK/L/1lnNeWDQtV++Uc1OC0exs5/xYtUrR\nnMgNYHv0UBcbPnSQLGmWkUH0wQeqjXPnqnkp59bKlQqMlpfbQFfWIef+2LFOo5YsErjWrk307bdu\nsG0sXq7TWC4iuoyI1hJRFRF10367k4i+J6LviKhfhDqUL3fNGk+379/l/2A56SRH6MTNNFvF+sPm\nAa+wh0MtkeLoOWMahxEd7L48Do3Iy6v5eU+xlFjmSU1C/oKhILIezlLZCf+LIbsyIySHEOcsyflL\nQnYb3mcfCK+fefdnF6+9yhzSJkPY2rWzeVXuQfmrSk0SJ3jd57knTA/HzI9+3qFr710+ocsj3VWo\nngf/+3wANQoibtwxrncnFCZg6Zqlnvv5DkfIp6P91XSaGYhAExNtYmyX5K2a7H+36KTJQhO9+eo2\nztmGWHjF5wPomGLQuOToYax31kEwqMK8U+5OQdH6Itfc4c88Z2RYnev8zoPZZyvunf+ZOdusXvJu\nCYLGZDjel3Jzd7Xfl4DOPULIe84H3wpfxOOtePz0ZCh6aKFXjgF9beWwRiIgOdkpRw5mnodCqu7M\nTGcG0kjnbcoQVCK1L49DkGVYcqxt8GoX/1+8sRhxBXGucdXPRy1aU+wY67iCOOTcqvbPcqNvo+nw\n+4G9fpWksfSuaSguVjTNzVXymcM/dw24EiDC7cc+pehcVQVs2+bcvmS49vc8C+NH7TZuLwqFgPJL\nBgFEWNh7MYLfhbEzQRF94rAtLhonJAA5OTbvFA78BlXJKa53bqOGuO+qNSqzLuDokx5OWxOd3ZT/\nIP/6Tfa7X3nFGBYaacsT12kKWw2FgEcvVEfmoH9/694v26n0tvP7POOZ2EfyJe+/9TpSRYaw6+Hz\nsu2mkHmmn8wQLPsh5ZuefVf+psv5Q9324hWSG8v2M+6nfhZrMBg5ZPdQAWkHImpHRKslICWijkT0\nFSkPbCsi+oGI4jzqUM145BFjx/7eQ3rklcMyJr17u4Tg9NNfdpzDdbg2W8dSeKIvXWqffaqn3bTX\nAgAAIABJREFU8+YSy2SvqeJ3KMVrPGoilI6UhEa+FT5QgfOIl7xleaAClcr/UM8ijUSTFjNbWMpH\n/XvqH/Q7DmZ+mNolF1qZuCQuzp42hzuxVSzlYParRgSgBTbo9PurwUl+QsT7G9/VHcGNIRRvLEZC\ngfnehEm1kTtKKZj6mHTzx76HT15/RhZdxzhvDOHk+Scb3yfpXryxGGn3pqPdnbkIblRM48Xbck+U\n3F8Vy3ly8n455jpg8KrLi1fkeHAdWVkio6oOFPMJNKE26JhiC9xwn3U5GwzaYDQlJfK50hZwO6YY\ndGc983vF+OtHpejFS+6bwJEEK7GuERJoZmQ4k7hkZjqNB15KOmD/np4OXHJhBe6ncVhCR6Gg+b8i\n7gM1FZNSLK/0dPd+NZnsJRSyQRL/xu3LzfU2uEnF35TRVKeBA5SuDyJ5otqPyomajIaNY4pBt6WD\nBuYiq5tt4CrvfxFAhHl9n0cwCPyriQKkL504FX6/fZwH6xIZGUDZQAVIr6SnHDyMP/5AaaGdbKcs\nsR72jr4DgVWrgJ07rT2bXkBjVbdxABFWnnYPZgz6HCDC7vgGCG0NO2iVkKBekZbmTBiFYBDB5mcD\nRJjZbAa+/2grbskrcQA1BmJMSy/dJprOYXy2rMzBMGNurnTIm1DInLNDAqRIOT34DNKy3DzrmbJc\nxYhD6HHjczqgso0BASM/SeeJbvTRQawOoE1GBlm3BKE6j3oZXbzGIpZ7vIpsdyxyIRi0+UyOz58G\nSK1KiAIaIL2DiG4Xn4uI6GSPZwEifNnuciNR/gakR145LGPSt69r5ZpKd1kL6p8J6Ex165vEpcLv\npWTFetZTLIrfoRQ5HgdrGQuGgug8pzPyluUdMug7lMKANO85n73Y3OmzFMLc53IPqt5YLO6tH2ht\nvSe+ID7i2YuRij4/9IQZ0c515KIvNlIxSE5WfSn61FasDvUdsZaaPBNL8hfZTkvJ2BiK+Iynt9Aj\nkc1RNx5lef49ExN5eMpipWVNSizerEjPAG7lxCSXZN0si+QVyztNGSP5u6ysyLygW/S5mABpgwbu\nRCLBoM3zmZnujJQSdLDCxt/Fx9tKYiQFWv4mwbvpDMVovC8BmckzKfsWC/296mcwqr9TjnO0cWG6\nPtFjDkCEQPXD91z8sdGz41Xf7lkLsLbVBdj22Y+Wcp6VZUdyyMy5nTs7j33hunndTUgAiorcSZNM\nCrgE5txvznrK/8ukL6ZMvl5jJD8zuMzNtX//vaHKwjSo/Rfw+YCpdBdAhOezpzpACAlQ+mpDBUjv\nbPGUy3vGbU6ictx2QykAe45E8kyFQsAzp81WgGvwtdZRNF+2utjhlWJaJSfb4yLpP2JYJQa2/QpE\nYUd7mP7cp9xc70RWgPO5aHPEwfeCeW/P+c5x1J/kb56LusyM5Lx4+XR1JuuqbrfaX37yCXY9sQx9\n228wPmdqYzAItG0bcM07KU9leyXtdJks74+kj0byfJr0AzeAdvYh0poRzfMZiQ9NRc5POff+G4D0\nYSK6Unz+FxFd6vEsQIQSSrcm4t/l/4NyxhnuVZTIUkxYwPwZIa8yXElauHgRSUtTyo8pyxrgFIaR\nQGlNw45qWkxKghSGNQHzwY0hpN+lvKS+ZYe5oTUoHKabd0vQtsbVCSEuXx2OHl8Yf1AhxTxeHOJm\nnc1YoMLuTGFc9abVO+T+hPaagVWtwloW8PfKDikL81CLFopPC19cGrNXj0NQ/UV+zPxwpsrWWR1q\nGKsX5GCKV7ZkBn4J+d5ALxQC+o/z6KOHZ7ObvxB5edXeTy96GJ6tc3cdnLcwF517hDDzDec7CwOF\nB23kkX3xmqcydO1QDQNSLnG9zDeZmXBEn3i1y/QOkweyQQNbSfc8PxHeypQsuhdWylSpjObmuuuV\n4W9SUZYg3JXt1NA+XmOkEmnyukSbL16GVKkwH4qhUhoIWPlk8Cw9pJG8IrIfSVSOLbXUmZXhauS0\n6ribPRVZXbF+aOA7NsF69wbCYYfiKkMvJW/KPkiwJOmekWGD07w8Zx0SaHE4qVz39Hr08YzFs8Rz\nkgFpTo5637pvyhCOj0clxSOF9sHnAxYcpQDpC9l3IztbtZv7k5am3v00DVZfPPWUy9vE46jPUdke\nkwHD7wcuouXqh3r1AFIe1sb0h+sooOxsu46UFDuTqtS1mA7yOx5DqTdJkCHP4GQejDZHXHx/3XXW\ng5fTsy7ZqM8pHfhGAkt7b1Qe5NJJ97naUrJ2C/558Rso+ffvxrGX9elzn7/Tt5bxM+y5l0fDmAxp\nkepmIxnzVLRwXUl7E52j6bL6uEWaJ9GKXBckHQ8JkBLRW0S0RlzfVv+9UNxzSIB0ADXEZCJMJsID\nF17osJ4GAoG/P/9f/HzyyQApq2xAzCSiAIgCljBq1Up95hCXw/F+VadaxBYtCqBt24A1kVNTA9Vt\nUEIjEAhg4ED788CBASxaFBCLasCRLl++TwmqAE46KWCl0j4c7XemHlfvZ2Gh92fgQO/nQyG7/uw7\n/EoJv7AtBgxcHlN7itYXqeMbhtjAZ/qT0w+pfwOmDQANsT2kixYFMGBAAEeP76PaN4TQyt+qxvWz\nUF+0KIA5z86xQUd1+9PuTXN85t8XLV90SP3pcVcP5xEXov4+T/TBoBmDPH/nz239bUGT4kA3tALl\nkbrytfvZu2d4PtLnUQ/cavEPt3/oA0Nd9zf7RzMEQ8HY6b0xBMqPd7yv9tTamPPsHBf/mfiRF1id\nfwcODICOG+rqf8+b51fzvJoPPcfNVPfkefQ/n0DXd0fvc5dj4MCApVQMGODuD89/v//g5qvpeVb6\nWL6xEnCw8oHr69dPzRdWeJo3V/Wzl8YkD/hzKKR+l8dIqbY728fyk+uXn/X6ly+32yPllf47K7L1\n6qn3sQdw+XK7/qwsNT6LFgUs5Z3lAyuEAwaoz6zE8v06f8n3s7xUCpl6P3toBgxw0mP58oBrvkQa\nH75f8teiRQFLsYz1efk+7q8CYfZ6mZen+Gn6dGf9zH/Z2aq+5cvt+69pOBYBIvyafjxQXIwAEVak\nZGDE8CoHvWzF1R6/cTfsxVPUzLF+B2bMsN7XrWsl+p2zGkQBpKcrhbptW3v9JALq17fX98GXHUBf\nuhOTWl2HizL/DSJ7fvD4Eyl+0Okv5TvLk2DQuV7r48n8zvTk+Snpxe8j4i08AXSt8yhAhH0ts5Ca\nGsCcOQGUjJwAEOHG1Ous+VJcDCQm2uPzefvBSt+ZMMFar+fMCVheNyXz3PqESf9gfl6+PIDBF65E\nODHR0qdePfEM+HwKCLVqpdon71c6jpo/AwcG0K+fU99Zvjxgebn79bPpxfNXjZl6XupnLH+J1Hz2\n+Wx+k+83zp/KSuC66xAgQkHHEZ7ygtvHxgUeT65fl1eLFgUwrV4/gAi7H1zoot8bJ5+OABF2PbrE\nKO/4s5xfixY528P8Y+mDl64GYI8nyxefD9X/O/XHAQNs+a3LGzn+yrCi6pP8u3x5QBiqzPMjkjzR\n54uX/Of+DBjgLU/1z+r5B3DyyZMxefJkDBky5NAAaSxXDCG7r0cK2c1r95El0ECE7e996+jg3+XI\nKodlTE44ASDCPwZ95hh73ZLP5yIVFR2al0IWU1gWKyB5eXZIS151Dh2TVUta8LzaxEJT7kk9HO3X\nvaAsUKRlTFqmvazjjnCUjSF0HudH3shQTG30CntMLEg8pL7xftHcJXkOKzjdlub0ME6pFTXZjSzS\numeBT8NVd2pdtHmwjfX5YJIbWQq+5h0NhoJR91LW+KoGohkXzLR48rC/I8p11IyjHF7rovVFLk9k\npOQvkh95bubkeHsLpDeEv5MhpPIA+KI1xag9pbYCpoJedOZ4odRH3oPkFXYaa/F6vibhUtGKtJBL\n67j0auhJa7zq0C3kuixhjxFfekSJV71SXvIcMXmKZZglt8Hk8ZQ847XHKpZi8uhJb1Q0eRqpmPoe\ni9c40pjIcFveLyq9zCb66WGWRIB/dBibU9UZl2ObPYNFT6zCb9Xe0oLzP/GkUygEYP9+a0/kr+nH\no/T2QlVpkybYkevDD/G2q6wPve1oF9fBbera4Gf8cdv92NTwOOuZCkrALTQTedeEHXPba47GSkdT\nyLoepWD66/MBrVur+6+nBQARilJzLTq/cZICpBNpisvrZXmVB1d7SJ9+2mqXbIPujWLgoPfNyONX\nXGHRbvbR9zr4QZ8LeuQW6xHcXykz5PPSI81jwd6/vDz1f1qac45K753+v6vMmgUQYd/1N3l6O2X/\n9dwKeugsoH57lc4DiPDohSsd+pvfb4/bGydNMPIRz31b5gQcc5nvueny3/FYw7H4sdGJqGzTDvjx\nR5e3VXp1pceZ+dnkJZVhuNH2nMfiEXXxpMdz8v1e3l2vdcLr/fac+GsAaXfxuVN1UqMkImodLalR\nXh5wR53Z1gxYdsYDVoe8wE9N3cd/l8NXDgsg7dQJIMJx9K0K1SbCPkpBVoewY8LICVRTRSNS4Ukl\nFzkJ9LwWCSlgomU4ZWHZpo334hBr0dsh28gWbF1IRhIeLsG1NwTfiuhZHqPtCaw7te5B9Y+zZvZa\n2EsBwTtzHUpMg2G5rnclFSbFXH/PkUuVl3FcI+MeQ75S70lF8fqg9X2dqXVq3BeeH7nP5RrpUndS\nc1dfUu9JrREApXwC3VUbffKKjYsboMa0z8L+B5W853Be8z9c6lIwvEKBJPAgMmfYlmGo7CljGeGl\niE1fOAfJkzKQc0OxK9lENEB4KCAnEgCRi7g+T72UC75XV04iKQQs4/Q+6Iege62p3H6ei+w9ad0a\nqHbMWMYBEx1MYE5a5XW5ZQpdlMoZA4N27ezvTfI6Up+8xkoq3frYxLoOefG23j+ZjCc9PXLiHvmb\nND5weK6kD+/z432K/E6+n9etX577BCDCFjoKCVSB1NQAZtPNABEWZtzm6ItjnMJh7D9T5YDYG18X\n3ehzjL2x3JU5n68/qDE6NdjkoCm3N5u+xA5qYN27OyUD3yZ0sT7veuwFV9ZS11i++y4Krv0l4jrH\nhi45F3RgEWmeS5q/magAzpMnzbZCMl8+XgGb5SdOserT2112qQKku+c97TC+8fxxG40DRnmg81Qw\nCJzTaRNC/a7E0owb0IB2RAwBlnzIMtDnc25rkfwlw3aZPrLdunyQ8lQPt404H59/HiDCmjY5Rnlp\nGtcbrivDXBqBm1q87FoDuY/f1j4RIMJdZ39seer5+V3znwGIUHpKn6jyPytLeUhdW7CCQZTFOTMV\nV3TOxi03HTC2WzeEmOS3vhbyu+SzsRQdgMp6uU6v9clrPugySeqjkdpmz6E/CZAS0cVE9CsRlRHR\nFiIqEr/dWQ1Eox77wh25qe5jdq8esEFppM4dLoDyd/mLS3WM1kUd1yMYBMoS1f6HFg12WouGnBhe\nKagP1iBh2jch3yUFuhefydh7vcj26SnTD6bo/B5NMJn659U+APAX+S0A4S9ydzYYCqLp/U1dYIP3\nPbZ7qJ31XU08l1xqFdZy1Jv5YJaDvsGNIbSc1dL1/ib3N/HcU+pIJmQAZYm3ZipPWfVvnLzG7wdo\nQpJ1Hx+nUROe0/dPyr2SMsOjrN9YB4PPSepvN3+ha7GSyR+8wITOv0VrikF3Jnsm8un+aHfr6B3T\nuMcEcvMJNz1fGHEvk2mx69zZ3otkmn8m4CoXXC9FTJ8TsXq7YrE868W0yEtrvm5wy8pytllXJKTn\nUCp/TCMGfBL8SeDD8kx6j1kZzchw91e/X4J+3UPK7Y8G5k3/c3v5PV5eMKaV9N6wsszZ0E2A1Iv/\nZR9l3+T/ehtj9ZDq75TARPKtFw9L3jTNE+kh1X+T75ZrhATV/OzzjUYARFjU6BaL7le2eB8gwoGj\njgEqK10G4bw84M4WTwFEKKNknE7v296WzZuBc87B/j79MbPPSvRv/yO+T1cgdWN6F2D3bsy5+E38\nSsfg6zqnYsdJdmLDH5I7YtejS9CjSxmIgCm1CgAifFi/nwMAuObdJwpUVx7bAmNurkTwuzC+aD8I\n4fh4vH/8KDSkbQ5+I1JePAbm0XQK/o6NB0OuqUJlvVSACH06bLLmwhSaCBCh9I4p1nO63Pui/SCA\nCHe0fNoh2zj5lglM615L03pvkimRDGGAkx/0RFNy76MONKRBTCYYk2BWGsVqpKd/pCIlD5xwkqsP\nOsjl3xeeusBqoK4T8bPb6rcAiNCKfrLayHWXrN2CcHX64Vb0k6eckEZfCdB3vPUZ0KiR1YbtV99s\n/T+S/ukwKNQkas1rXaiJXsfv1KMjdMOwBMI6z0gPrdeYyrnlxaOybX+6h/RQLgak8fFAU/oN5Yl1\n7Z6tW2fuGczC4+/yP1SOVaFBzWkDsrKA/S2VBtqego5sil7lUAwSrLRmZqoJHwwCWL8eeP1163ev\nDGn8u9+vjohJSVEWt0jtkxbEgw37i2b591pw5KZ/L8EDAKG9IeQty0PnOZ1dAC+0N4Q6U+u4AIcE\nUsFQ8KA8l4Dyuup15y3Lc/Wp85zOnuCn+6PdXdlso4GlnOuCnmGhObc6AeVVL1yFlEkZoGOKPXnO\n4T3WAFssxbSYmLwdgGozJ81IT/eWg9GAqgRyscpTS1EfE0LPhT3dIDWfQPlxoI5LHYqOBGR6mJjO\no6zwcCIHCar4dxluG2lx56LPiVhpJX+LBBSi1SXlgFz0TZZw3ZLN/3OClKIiJbvkucmyHglYeYx1\nAJSZqWi4dKlZudTv5bnCY5qWFt1oZ+Jp9uJlZTk9VvJq08apCDG9OSQwPd0JTk3Hu+hKoEn+8SVD\nYBnoRoqAiSR/dVmrJ+3hMFtuU06O82gU7g+RnSm22LZnWffIOTRmdBVKxxfgQLceeK/LjVj3xR5X\npI9c01o0KsUuqg8QoROttb01W8OobKVCejYufNNhLPD5gBM6leM3agoQYfFJDxlpK2lRsq4EvzdU\nYcHh2rVdA72PUvBe4ln4IbDRMT+Ooi2oJIXU5ib7PRXm5T1nWHXteOUDnNfxZ0f9G9O7wOdT8yU9\n3d6OI+eLCQhyP3RQ+VD/VwAi/BZ3NIisPEIWIH25e6FDPkhgt+t8BUgH0RKLxyT/RTLoyCRQOt9x\nqCwnGDPNN55nLPukx5zbqsto/stzTQeIcqx5rujewxptd/jlFzWO9Y5xtF+2XR+3T9oOtoi47qu9\nuOea/2DftTcAmzapto0OI1w9mZo1KLXmlKzj67aXAqSOvPGSE3JMc3MVTRKoAj8nKoaqatwEKClR\n/Zg7FyDCV5kDjQYAk4HAS37IsZH0luuPlxGC/2cZwsYTKRsjZbHWjaDyHmn0lbIlUnZlLv8TgJQF\n0baP1wMdO6ovJkz4ew/pEVgOy5hUS/L6tAtEwK9JKg7rMnrO4SEFIlsuD8YgIYUDKznWh59+cigr\npgmmK5YmD2kwaCs3UnmOBB68SrT+B0QSGGkFk0JX9skoEPeGLMCXPj3dAqVe5zya9gQePeNoUAHh\n6BlHR+xPMBREk+lNQAUqi2nD+xq6QFxwYwh+P1A64R7gjDNQ8v125N0SROeHs7F0zdKoR4l4gVAq\nINCkWug5tMiil1cx7pMVbeTz60J7Q+g2t5t9zxDnM16Zc/ViWkz44kWUlVbmYT5bTlpx9bBNvZgs\nny4DRQSei2ThZZ7jOczJLUwWW9kPCWz0uSX/6sqkaS+MyZLOiU/kPNRBfqSoCakYyHkWDdhKWjO9\nTZ5MecyBHCOmnb7vS3qZ5X74nBxndk8Zosn9zs21PdBSWWVDoKxTB4z8nWXI8+CVaDzOiWq4nXXr\nqv85BFheeqilV3+Zh+S+Nh4rU2Z1qezqR4TIv1Ke6qDdy6MhFfPiYhtgEtmhxqZ5HwrZ7UhLs/tm\n8p4Gg0DhtT/j/TZ5+JaOcxCtrFZdLKJrMCvlTvxx+0zg4otRldYQ65v2Qv7l/0Fpz3MBIqxvfKrF\nY7z145Emaj/oKw2udNHht3ufAIjwLR0H3/AwcnPtNuqyi2nx4xvfo6JxU+umdzKvx7wUP2bQrTi7\n/UbHvJC0HkFzrWfuvepbF6/5/cATZA/sWyfegQvpZRcDtaKfLPrznMjNdc5JHg8TAGHF2+cDnm2o\nvMqrqTeI7DOhp8ZPAkgBUsmLkm/ZQzqIllh6Bf8uIwy4b5ysJpIhTF8nIhm75BhJb58J0DCv63vr\ndd7X5b4uF72Mg8ZSXg6Q2j88YniVg494jjItfD5gxPAq7E8/yurYrCs+RkWWmgdlVwxBKASMH7Ub\nIML+WrVdcpPn1KYHnwOIsK/rKRH1pFBI7etlmvSidwEiHKBa6NfpV6vP24uDABGqMhoDVVUA3MZQ\nrwg3nb4mWaOvDbr8kDSS6y2HV8v3M8/oslyC0fR0t04h69TnJWAO6+Xf/ycAacOGqvHBIDC09TsA\nEcLJyQjMmGHk3UMBJH+XQyuHCki/Lw4BRNgbVwdEYcTHw5odmxp08lwkIimBNSk8GWvVsiel9c+b\nb7qUSH3hklZB0yZz3RqtW0MjgaBI7fVaFOQeUi/LmS7E9CJDdqmA0PqB1sZjO3o91stzj6kFLAso\n4rmNuqfTem6iOnbl8Z718WLXQse4PN/7YdfCFotHtMn9TVC8PuiyOEZKYiOL55mVka4hCrhGOsbF\nVPTxMp1lxwq7tPJmZtq/Sx7zmiu6EmHaQ2lSJPi7vDyncm4CgTKsU0+8ItvG38m+mvZ2yjB6kyIp\n5xwDSjkXpNGGL1akmQd4jvKRJrLN0qvlBXp1OpkMC/wu3ail91dXPCWdJeiXyrKkHfMDezblb3l5\ntqdRein5GWmNlx5NqWDLhDm6AhRJPrOSe/rpAaOHtHVrJy/zWBDZYELKUumt5ee4n7zXVIYe8l5N\n3eAgE7xIXtO9i1lZ3sYQqfzz0WVyvHTgxs+xhysnx0xrPqKD6xlzcyXw1FP4/qjTLC8iiFCa2ACl\nd03Db42c4NTr2p+Qgt602pqPnH23Jf2sfo9PRsG1v9j0+r3SatRT5zzhGIe4OOd+Zt1b3639HlxA\nK3Fq4mcOWpv2NzPf5eYCixvcCBBh5yVDXby0/vNdKI2vZ1VQ3v54rDztHoAIixuNwfM0ECDCM8lD\nkEj7LeOdLvvku6UirRuoRgyrxO/UBCBCF/raqishAfh+sAKkpeMLHPOL++nzAeWXKEA6ttkSy6Aj\nacXAgGVD27YB11yKZOySHkQpW5OSbN7SIw709U8HEjqQ8jKUee3vramevjtFCcRbr/7dODel8fA4\n+taTt0MN2sDvB7rR5wARKjI7WO3Q+3jbDaUoIzU5S9aVOIyFetvZsNm5M/BYtsp783zDYQ4e8o8O\nYyOpCMDtga9d64SUJ1Kn0w2fuoHCa2026XZyfIuK3JF8+nrhNHCEXTypF2nQMLVR384m23PEA1LZ\nETVQYTxM1YKodlOUrN/mIkiNLC9/lyOqPNx0KkCEz2r3tBSyNxIvAIjwdMZoa1yZyYuKlIBnIa+H\n0Nak6F4aIiCzbdj6sOupFS7FT16S30zWK8CthDZsqMLi5EHtNSn64iEBhWkBMIVPRdv7FNobQvpE\n75BYKiCMf7UwYh0y9DZScqOcJTnG+hMm1UWve+yBuYEesZWt/Ome7y4M2OdO8j5QWeR41MSTyKWm\noDRSRtlYCyuqqalO5YavBg1sRUQq8OyRNBkmTOBOV2Lk+3V683de++zk/XoUAisUupcwN9cOO23d\nWvW3ZUv1v2mflxxPCeB0AMzzTCoewaBNS0kzHZDqvCI/m5QkXaGVHkR9Tyz3X9I+Pd29Z1bfiyVD\n7Pgdkq78PJ+VKEMTmVZchwzzZRozXaRHWzcgmGjK3+t7zWI1hjCNTSG8MiRZ53GTZ5NIgb7zVM4Z\npKbaz3LWZgnspJxn/tEBKD8jAXwk2Stp6/M5FTPTuYSmeSLvlzyeTGW4udY/sbdVR+vGCkrAc3QZ\n+tNrGHXFNmRlAam0Ew81zMe9TWZiGt2JNxLPxxt0Dv7RbCZWU29UUjz+TR1xYas1Lg85t//VBtWh\nkP37AxUVAIA9/5gHEKGyRSvgwAHXfDEBSqabNCwwf8i+S7AhjTVt6AdUURwq4hOBb7910Ps/LZWX\nt6RWE5RTNYP06gUQ4XpagEvpBesFj6WMtMZPboGIZIjTQcKMC5VHrOyYNkhvGLbmLhFQ1CNf/VNQ\n4NAb2JAVCgEYpADpbccucfwmkwvxeEtPp6RptKgWufZL+mZmOmW6VyitDsI58Rm3TTeUmYBtJON3\nNIBa1kEltPp52ZeOZ3QA5/PZ2Y69rl2PLsFzvecARPg065qIxr4fmim+wSuvuGSVJ8aoPjt1zz0P\nOfoUCgEfdxwKEOG1Uwpd7zLtt62J08VEQ72t0pDAtMvt8DUwZgzQty8qjuuKb9pejOKZH+K0tH+j\n+P0KYMcOHOh+MnbXbozQTQWYf/ZSjBxWYQTG0UCyl2FDyQwCcAQDUu5sXp69iKSnVeETqt4Q3/gE\nYP/+qINyuMt/ywsbK4j4nyzbtqEqUS0eW8fea/V1ww33AUTYfNVtjsWAFyapcJiERKxjJSc+K4WD\nLztgvWDRuc6EA9Jiz9ZzvX3ykGluCz/Pz0rreE09pCarZOceIeQt8VveSpMHRQpfqTh70Sq4MYT4\n/ERPkBWL0IwriIsIzJauWeoJ5HKfy1X7xg2LyxONxhr3ekZb+EzeDhOg0cMoo/GSqR+FgcJYhtOz\nmKzzfPHRGjppdA+TbnHV+6svUvJ/08Jr4hU9fNFrkff5FBCQoNorBJf7qH+nh6DpPK7PMyJb4ffa\nv8r3MEDWE4dwvbo1mxUI+V59T5d8hwSdOTnOfTw8Vjx+DCDZC6iPh76nne/RQ1zZS8V75Fu3trMR\n6zSQyYC4/mYN9+FWmoFtdY9FMPl4+GgeOnWotMCUfhwP15mTY/Mj04j3PpoMZAy2TNlsec8a06ph\nQ3ciJQbe/H39+s5xJVL9lqGyfr8TQPt89pyShhwdaEnPq0leyH7xXkUOCZW8xPNC8q7VgG5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xbmne60wr6b0g/3JBegI/3b2gNZt64CzH36mD1mMlwTcHpHdUOnHikglXNpROrfX51MxXuwhg/e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\n1BE2SCVJkiRJHWGDVJIkSZLUEf8P/iOHrc1sdkcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0848f469b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(lowers,uppers)\n",
    "plt.figure(figsize=(16,16))\n",
    "plt.subplot(211).xaxis.set_major_formatter(fmt)\n",
    "plt.plot(2.85E9*(poop[:,23,'P2','data']/3.0E8\n",
    "                 -poop[:,23,'C1','data']/3.0E8),'b.',label='prtec',markersize=3)\n",
    "plt.plot(2.85E9*((poop[:,23,'L1','data'])/f1-(poop[:,23,'L2','data'])/f2)[10:],\n",
    "         'g.',markersize=3,label='ph tec')\n",
    "for i in range(len(lowers)):\n",
    "\n",
    "    phtec = 2.85E9*(poop[poop.labels[lowers[i]:uppers[i]],23,'L1','data']/f1\n",
    "                   -poop[poop.labels[lowers[i]:uppers[i]],23,'L2','data']/f2)\n",
    "          \n",
    "    prtec = 2.85E9*(poop[poop.labels[lowers[i]:uppers[i]],23,'P2','data']/3.0E8\n",
    "                   -poop[poop.labels[lowers[i]:uppers[i]],23,'C1','data']/3.0E8)\n",
    "    \n",
    "    b = np.average((phtec-prtec)[np.logical_not(np.isnan(phtec-prtec))])\n",
    "    plt.plot(phtec-b,'r-',linewidth=2,label='')\n",
    "    \n",
    "plt.xlim([poop.labels[1],poop.labels[8000]])\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
